diff --git a/.audit/model-cost-accounting.tsv b/.audit/model-cost-accounting.tsv
new file mode 100644
index 000000000..f857454ad
--- /dev/null
+++ b/.audit/model-cost-accounting.tsv
@@ -0,0 +1,11 @@
+ts	phase	decision	why	evidence	result
+2026-09-19T16:12:50Z	isolation	resumed feat/model-cost-accounting-20260907 in its dedicated T3 worktree	kept the primary checkout and unrelated worktrees untouched	git worktree list --porcelain	isolated dirty feature branch confirmed
+2026-09-19T16:12:50Z	revalidation	will rebase the accounting work onto current main before release	main now routes inference through OpenRouter and changed both AI handlers	origin/main 99c2b53, PR #43	old provider-specific implementation cannot ship unchanged
+2026-09-19T16:16:50Z	pricing	refreshed all three official pricing captures with exact tsx 4.19.2 under Node 22	the September 7 unfinished capture was stale for this run	docs/pricing-snapshots/metadata.json	11 normalized entries found and gemini-3.1-flash-lite-preview remains unknown
+2026-09-19T16:38:03Z	integration	rebased onto current main and kept the OpenRouter-only handlers	PR 43 replaced the plan's direct-provider runtime after the plan was written	origin/main 99c2b53	accounting requirements applied to current architecture
+2026-09-19T16:38:03Z	verification	ran the focused, Edge, Vitest, coverage, build, and Chromium gates under Node 22	required fresh evidence before opening the PR	local command output	181 Edge, 161 Supabase Vitest, 1026 coverage, and 134 Chromium tests passed
+2026-09-19T16:38:03Z	browser	recorded desktop and Pixel 7 admin accounting proof with isolated fixture data	show importer volume while excluding it from model and feature cost rows	https://github.com/user-attachments/assets/1e833f00-8163-41e1-a4ee-ca8d0bb28fa2	video attached to PR 46
+2026-09-19T16:49:00Z	review	fixed all three release-review blockers with focused regressions	abort-after-finish, historical stored costs, and API row caps needed explicit coverage	supabase/functions/ai-stream/index_test.ts, supabase/functions/_shared/admin-cost.test.ts	reviewer confirmed no remaining P1 issue
+2026-09-19T16:57:59Z	staging	deployed the three changed functions and ran protected authenticated staging	exercise the real account, provider, persistence, and cleanup path before review	https://github.com/Programcode/DebateLab/actions/runs/35456451358	ai v18, ai-stream v18, admin v13, protected browser run passed
+2026-09-19T16:57:59Z	database	inspected the staging request written by the protected run	prove deployed OpenRouter accounting stored audit metadata and a real charge	staging ai_requests at 2026-09-19T16:56:33Z	785 input, 70 output, 0.00015275 USD, raw usage and audit version present
+2026-09-19T17:57:28Z	review	made every stream exception fail closed and corrected the admin unknown-cost label	provider errors after a finish reason must never retain a billable cost; unknown cost is broader than missing token data	supabase/functions/ai-stream/index_test.ts, src/test/pages/AdminPage.test.tsx	regression added; 181 Edge, 161 Supabase Vitest, 1026 coverage, and 134 Chromium tests passed
diff --git a/docs/pricing-snapshots/anthropic.md b/docs/pricing-snapshots/anthropic.md
index 44df92de8..05793231b 100644
--- a/docs/pricing-snapshots/anthropic.md
+++ b/docs/pricing-snapshots/anthropic.md
@@ -12,23 +12,27 @@ For the most current pricing information, visit [claude.com/pricing](https://cla
 
 The following table shows pricing for all Claude models:
 
-| Model                                                                                                                                 | Base Input Tokens | 5m Cache Writes | 1h Cache Writes | Cache Hits & Refreshes | Output Tokens |
-| ------------------------------------------------------------------------------------------------------------------------------------- | ----------------- | --------------- | --------------- | ---------------------- | ------------- |
-| Claude Fable 5                                                                                                                        | $10 / MTok        | $12.50 / MTok   | $20 / MTok      | $1 / MTok              | $50 / MTok    |
-| Claude Mythos 5 ([limited availability](https://anthropic.com/glasswing))                                                             | $10 / MTok        | $12.50 / MTok   | $20 / MTok      | $1 / MTok              | $50 / MTok    |
-| Claude Opus 5                                                                                                                         | $5 / MTok         | $6.25 / MTok    | $10 / MTok      | $0.50 / MTok           | $25 / MTok    |
-| Claude Opus 4.8                                                                                                                       | $5 / MTok         | $6.25 / MTok    | $10 / MTok      | $0.50 / MTok           | $25 / MTok    |
-| Claude Opus 4.7                                                                                                                       | $5 / MTok         | $6.25 / MTok    | $10 / MTok      | $0.50 / MTok           | $25 / MTok    |
-| Claude Opus 4.6                                                                                                                       | $5 / MTok         | $6.25 / MTok    | $10 / MTok      | $0.50 / MTok           | $25 / MTok    |
-| Claude Opus 4.5                                                                                                                       | $5 / MTok         | $6.25 / MTok    | $10 / MTok      | $0.50 / MTok           | $25 / MTok    |
-| Claude Opus 4.1 ([retired, except on Bedrock and Google Cloud](https://platform.claude.com/docs/en/about-claude/model-deprecations))  | $15 / MTok        | $18.75 / MTok   | $30 / MTok      | $1.50 / MTok           | $75 / MTok    |
-| Claude Opus 4 ([retired, except on Google Cloud](https://platform.claude.com/docs/en/about-claude/model-deprecations))                | $15 / MTok        | $18.75 / MTok   | $30 / MTok      | $1.50 / MTok           | $75 / MTok    |
-| Claude Sonnet 5                                                                                                                       | $2 / MTok         | $2.50 / MTok    | $4 / MTok       | $0.20 / MTok           | $10 / MTok    |
-| Claude Sonnet 4.6                                                                                                                     | $3 / MTok         | $3.75 / MTok    | $6 / MTok       | $0.30 / MTok           | $15 / MTok    |
-| Claude Sonnet 4.5                                                                                                                     | $3 / MTok         | $3.75 / MTok    | $6 / MTok       | $0.30 / MTok           | $15 / MTok    |
-| Claude Sonnet 4 ([retired, except on Bedrock and Google Cloud](https://platform.claude.com/docs/en/about-claude/model-deprecations))  | $3 / MTok         | $3.75 / MTok    | $6 / MTok       | $0.30 / MTok           | $15 / MTok    |
-| Claude Haiku 4.5                                                                                                                      | $1 / MTok         | $1.25 / MTok    | $2 / MTok       | $0.10 / MTok           | $5 / MTok     |
-| Claude Haiku 3.5 ([retired, except on Bedrock and Google Cloud](https://platform.claude.com/docs/en/about-claude/model-deprecations)) | $0.80 / MTok      | $1 / MTok       | $1.60 / MTok    | $0.08 / MTok           | $4 / MTok     |
+| Model                                                                                                                                 | Base input tokens | 5m cache writes | 1h cache writes | Cache hits and refreshes | Output tokens |
+| :------------------------------------------------------------------------------------------------------------------------------------ | :---------------- | :-------------- | :-------------- | :----------------------- | :------------ |
+| Claude Fable 5.1                                                                                                                      | $10 / MTok        | $12.50 / MTok   | $20 / MTok      | $0.25 / MTok<sup>1</sup> | $50 / MTok    |
+| Claude Mythos 5.1 ([limited availability](https://anthropic.com/glasswing))                                                           | $10 / MTok        | $12.50 / MTok   | $20 / MTok      | $0.25 / MTok<sup>1</sup> | $50 / MTok    |
+| Claude Fable 5                                                                                                                        | $10 / MTok        | $12.50 / MTok   | $20 / MTok      | $1 / MTok                | $50 / MTok    |
+| Claude Mythos 5 ([limited availability](https://anthropic.com/glasswing))                                                             | $10 / MTok        | $12.50 / MTok   | $20 / MTok      | $1 / MTok                | $50 / MTok    |
+| Claude Opus 5                                                                                                                         | $5 / MTok         | $6.25 / MTok    | $10 / MTok      | $0.50 / MTok             | $25 / MTok    |
+| Claude Opus 4.8                                                                                                                       | $5 / MTok         | $6.25 / MTok    | $10 / MTok      | $0.50 / MTok             | $25 / MTok    |
+| Claude Opus 4.7                                                                                                                       | $5 / MTok         | $6.25 / MTok    | $10 / MTok      | $0.50 / MTok             | $25 / MTok    |
+| Claude Opus 4.6                                                                                                                       | $5 / MTok         | $6.25 / MTok    | $10 / MTok      | $0.50 / MTok             | $25 / MTok    |
+| Claude Opus 4.5                                                                                                                       | $5 / MTok         | $6.25 / MTok    | $10 / MTok      | $0.50 / MTok             | $25 / MTok    |
+| Claude Opus 4.1 ([retired, except on Bedrock and Google Cloud](https://platform.claude.com/docs/en/about-claude/model-deprecations))  | $15 / MTok        | $18.75 / MTok   | $30 / MTok      | $1.50 / MTok             | $75 / MTok    |
+| Claude Opus 4 ([retired, except on Google Cloud](https://platform.claude.com/docs/en/about-claude/model-deprecations))                | $15 / MTok        | $18.75 / MTok   | $30 / MTok      | $1.50 / MTok             | $75 / MTok    |
+| Claude Sonnet 5                                                                                                                       | $2 / MTok         | $2.50 / MTok    | $4 / MTok       | $0.20 / MTok             | $10 / MTok    |
+| Claude Sonnet 4.6                                                                                                                     | $3 / MTok         | $3.75 / MTok    | $6 / MTok       | $0.30 / MTok             | $15 / MTok    |
+| Claude Sonnet 4.5                                                                                                                     | $3 / MTok         | $3.75 / MTok    | $6 / MTok       | $0.30 / MTok             | $15 / MTok    |
+| Claude Sonnet 4 ([retired, except on Bedrock and Google Cloud](https://platform.claude.com/docs/en/about-claude/model-deprecations))  | $3 / MTok         | $3.75 / MTok    | $6 / MTok       | $0.30 / MTok             | $15 / MTok    |
+| Claude Haiku 4.5                                                                                                                      | $1 / MTok         | $1.25 / MTok    | $2 / MTok       | $0.10 / MTok             | $5 / MTok     |
+| Claude Haiku 3.5 ([retired, except on Bedrock and Google Cloud](https://platform.claude.com/docs/en/about-claude/model-deprecations)) | $0.80 / MTok      | $1 / MTok       | $1.60 / MTok    | $0.08 / MTok             | $4 / MTok     |
+
+*<sup>1 Cache hits and refreshes on Claude Fable 5.1 and Claude Mythos 5.1 are priced at 0.025x the base input price. All other models use the standard 0.1x multiplier.</sup>*
 
 <Note id="claude-sonnet-5-introductory-pricing">
   The $2/$10 per million input/output token pricing for Claude Sonnet 5, announced at launch as introductory pricing through August 31, 2026, is now the standard price. The previously scheduled increase to $3/$15 per million input/output tokens on September 1, 2026 will not occur.
@@ -138,13 +142,13 @@ There are two ways to enable prompt caching:
 
 Prompt caching uses the following pricing multipliers relative to base input token rates:
 
-| Cache operation      | Multiplier             | Duration                             |
-| -------------------- | ---------------------- | ------------------------------------ |
-| 5-minute cache write | 1.25x base input price | Cache valid for 5 minutes            |
-| 1-hour cache write   | 2x base input price    | Cache valid for 1 hour               |
-| Cache read (hit)     | 0.1x base input price  | Same duration as the preceding write |
+| Cache operation      | Multiplier                                                               | Duration                             |
+| -------------------- | ------------------------------------------------------------------------ | ------------------------------------ |
+| 5-minute cache write | 1.25x base input price                                                   | Cache valid for 5 minutes            |
+| 1-hour cache write   | 2x base input price                                                      | Cache valid for 1 hour               |
+| Cache read (hit)     | 0.1x base input price (0.025x on Claude Fable 5.1 and Claude Mythos 5.1) | Same duration as the preceding write |
 
-Cache write tokens are charged when content is first stored. Cache read tokens are charged when a subsequent request retrieves the cached content. A cache hit costs 10% of the standard input price, which means caching pays off after one cache read for the 5-minute duration (1.25x write), or after two cache reads for the 1-hour duration (2x write).
+Cache write tokens are charged when content is first stored. Cache read tokens are charged when a subsequent request retrieves the cached content. A cache hit costs 10% of the standard input price, which means caching pays off after one cache read for the 5-minute duration (1.25x write), or after two cache reads for the 1-hour duration (2x write). On Claude Fable 5.1 and Claude Mythos 5.1, a cache hit costs 2.5% of the standard input price ($0.25 USD per million tokens).
 
 These multipliers stack with other pricing modifiers, including the Batch API discount and data residency.
 
@@ -182,7 +186,9 @@ For more information, see [Fast mode](https://platform.claude.com/docs/en/build-
 The Batch API allows asynchronous processing of large volumes of requests with a 50% discount on both input and output tokens.
 
 | Model                                                                                                                                 | Batch input  | Batch output  |
-| ------------------------------------------------------------------------------------------------------------------------------------- | ------------ | ------------- |
+| :------------------------------------------------------------------------------------------------------------------------------------ | :----------- | :------------ |
+| Claude Fable 5.1                                                                                                                      | $5 / MTok    | $25 / MTok    |
+| Claude Mythos 5.1 ([limited availability](https://anthropic.com/glasswing))                                                           | $5 / MTok    | $25 / MTok    |
 | Claude Fable 5                                                                                                                        | $5 / MTok    | $25 / MTok    |
 | Claude Mythos 5 ([limited availability](https://anthropic.com/glasswing))                                                             | $5 / MTok    | $25 / MTok    |
 | Claude Opus 5                                                                                                                         | $2.50 / MTok | $12.50 / MTok |
@@ -501,19 +507,19 @@ Contact the sales team at [sales@anthropic.com](mailto:sales@anthropic.com) or t
 
 ## Frequently asked questions
 
-**How is token usage calculated?**
+### How is token usage calculated?
 
 Tokens are pieces of text that models process. As a rough estimate, 1 token is approximately 4 characters or 0.75 words in English. The exact count varies by language and content type.
 
-**Are there free tiers or trials?**
+### Are there free tiers or trials?
 
 New users receive a small amount of free credits to test the API. [Contact sales](mailto:sales@anthropic.com) for information about extended trials for enterprise evaluation.
 
-**How do discounts stack?**
+### How do discounts stack?
 
 Batch API and prompt caching discounts can be combined. For example, using both features together provides significant cost savings compared to standard API calls. See [prompt caching pricing](https://platform.claude.com/docs/en/about-claude/pricing#prompt-caching) for how the multipliers interact.
 
-**What payment methods are accepted?**
+### What payment methods are accepted?
 
 Major credit cards are accepted for standard accounts. Enterprise customers can arrange invoicing and other payment methods.
 
diff --git a/docs/pricing-snapshots/google-gemini.html b/docs/pricing-snapshots/google-gemini.html
index 90d09f551..477d2643a 100644
--- a/docs/pricing-snapshots/google-gemini.html
+++ b/docs/pricing-snapshots/google-gemini.html
@@ -25,11 +25,11 @@
     <link rel="preconnect" href="//fonts.googleapis.com" crossorigin>
     <link rel="preconnect" href="//www.google-analytics.com" crossorigin><link rel="stylesheet" href="//fonts.googleapis.com/css?family=Google+Sans:400,500|Roboto:400,400italic,500,500italic,700,700italic|Roboto+Mono:400,500,700|Inter:400,500|Inter+Tight:300,500,600&display=swap">
       <link rel="stylesheet"
-            href="//fonts.googleapis.com/css2?family=Material+Icons&family=Material+Symbols+Outlined&display=block"><link rel="stylesheet" href="https://www.gstatic.com/devrel-devsite/prod/v8c5e9c8e09d4f0c961905721a95aa2027138cb55ec6e1fa60fd7aaa3726ca05f/googledevai/css/app.css">
+            href="//fonts.googleapis.com/css2?family=Material+Icons&family=Material+Symbols+Outlined&display=block"><link rel="stylesheet" href="https://www.gstatic.com/devrel-devsite/prod/v826fb839c0b38141980abf47020a61dc3ff340cbde624f57178f4c01d184ef87/googledevai/css/app.css">
       
-        <link rel="stylesheet" href="https://www.gstatic.com/devrel-devsite/prod/v8c5e9c8e09d4f0c961905721a95aa2027138cb55ec6e1fa60fd7aaa3726ca05f/googledevai/css/dark-theme.css" disabled>
-      <link rel="shortcut icon" href="https://www.gstatic.com/devrel-devsite/prod/v8c5e9c8e09d4f0c961905721a95aa2027138cb55ec6e1fa60fd7aaa3726ca05f/googledevai/images/favicon-new.png">
-    <link rel="apple-touch-icon" href="https://www.gstatic.com/devrel-devsite/prod/v8c5e9c8e09d4f0c961905721a95aa2027138cb55ec6e1fa60fd7aaa3726ca05f/googledevai/images/touchicon-180-new.png"><link rel="canonical" href="https://ai.google.dev/gemini-api/docs/pricing"><link rel="search" type="application/opensearchdescription+xml"
+        <link rel="stylesheet" href="https://www.gstatic.com/devrel-devsite/prod/v826fb839c0b38141980abf47020a61dc3ff340cbde624f57178f4c01d184ef87/googledevai/css/dark-theme.css" disabled>
+      <link rel="shortcut icon" href="https://www.gstatic.com/devrel-devsite/prod/v826fb839c0b38141980abf47020a61dc3ff340cbde624f57178f4c01d184ef87/googledevai/images/favicon-new.png">
+    <link rel="apple-touch-icon" href="https://www.gstatic.com/devrel-devsite/prod/v826fb839c0b38141980abf47020a61dc3ff340cbde624f57178f4c01d184ef87/googledevai/images/touchicon-180-new.png"><link rel="canonical" href="https://ai.google.dev/gemini-api/docs/pricing"><link rel="search" type="application/opensearchdescription+xml"
             title="Google AI for Developers" href="https://ai.google.dev/s/opensearch.xml">
       <link rel="alternate" hreflang="en"
           href="https://ai.google.dev/gemini-api/docs/pricing" /><link rel="alternate" hreflang="x-default" href="https://ai.google.dev/gemini-api/docs/pricing" /><link rel="alternate" hreflang="ar"
@@ -908,7 +908,7 @@
   <li class="devsite-nav-item"><a href="/gemini-api/docs/models"
         class="devsite-nav-title"
       
-        alt-paths=" /gemini-api/docs/models/gemini-3.1-flash-image /gemini-api/docs/models/gemini-3.1-flash-lite-image /gemini-api/docs/models/gemini-3.1-pro-preview /gemini-api/docs/models/gemini-3-pro-preview /gemini-api/docs/models/gemini-3-pro-image /gemini-api/docs/models/gemini-3.7-flash /gemini-api/docs/models/gemini-3.6-flash /gemini-api/docs/models/gemini-3.5-flash /gemini-api/docs/models/gemini-3.5-live-translate-preview /gemini-api/docs/models/gemini-3-flash-preview /gemini-api/docs/models/gemini-3.1-flash-tts-preview /gemini-api/docs/models/veo-3.1-lite-generate-preview /gemini-api/docs/models/gemini-3.1-flash-live-preview /gemini-api/docs/models/gemini-3.5-flash-lite /gemini-api/docs/models/gemini-3.1-flash-lite /gemini-api/docs/models/gemini-3.1-flash-lite-preview /gemini-api/docs/models/gemini-2.5-flash /gemini-api/docs/models/gemini-2.5-flash-preview-09-2025 /gemini-api/docs/models/gemini-2.5-flash-image /gemini-api/docs/models/gemini-2.5-flash-native-audio-preview-12-2025 /gemini-api/docs/models/gemini-2.5-flash-preview-tts /gemini-api/docs/models/gemini-2.5-flash-lite /gemini-api/docs/models/gemini-2.5-flash-lite-preview-09-2025 /gemini-api/docs/models/gemini-2.5-pro /gemini-api/docs/models/gemini-2.5-pro-preview-tts /gemini-api/docs/models/gemini-2.5-computer-use-preview-10-2025 /gemini-api/docs/models/gemini-2.0-flash /gemini-api/docs/models/gemini-2.0-flash-lite /gemini-api/docs/models/imagen /gemini-api/docs/models/veo-3.1-generate-preview /gemini-api/docs/models/veo-2.0-generate-001 /gemini-api/docs/models/gemini-embedding-001 /gemini-api/docs/models/gemini-embedding-2 /gemini-api/docs/models/gemini-robotics-er-1.5-preview /gemini-api/docs/models/gemini-robotics-er-2-preview /gemini-api/docs/models/gemini-robotics-er-2-streaming-preview /gemini-api/docs/models/gemini-robotics-er-1.6-preview /gemini-api/docs/models/deep-research-pro-preview-12-2025 /gemini-api/docs/models/deep-research-preview-04-2026 /gemini-api/docs/models/deep-research-max-preview-04-2026 /gemini-api/docs/models/antigravity-preview-05-2026 /gemini-api/docs/models/lyria-realtime-exp /gemini-api/docs/models/lyria-3-clip-preview /gemini-api/docs/models/lyria-3-pro-preview /gemini-api/docs/models/gemini-omni-flash "><span class="devsite-nav-text" tooltip>All models</span></a></li>
+        alt-paths=" /gemini-api/docs/models/gemini-3.1-flash-image /gemini-api/docs/models/gemini-3.1-flash-lite-image /gemini-api/docs/models/gemini-3.1-pro-preview /gemini-api/docs/models/gemini-3-pro-preview /gemini-api/docs/models/gemini-3-pro-image /gemini-api/docs/models/gemini-3.8-flash /gemini-api/docs/models/gemini-3.7-flash /gemini-api/docs/models/gemini-3.6-flash /gemini-api/docs/models/gemini-3.5-flash /gemini-api/docs/models/gemini-3.8-live /gemini-api/docs/models/gemini-3.8-live-extended-thinking /gemini-api/docs/models/gemini-3.5-live-translate-preview /gemini-api/docs/models/gemini-3-flash-preview /gemini-api/docs/models/gemini-3.1-flash-tts-preview /gemini-api/docs/models/veo-3.1-lite-generate-preview /gemini-api/docs/models/gemini-3.1-flash-live-preview /gemini-api/docs/models/gemini-3.5-flash-lite /gemini-api/docs/models/gemini-3.1-flash-lite /gemini-api/docs/models/gemini-3.1-flash-lite-preview /gemini-api/docs/models/gemini-2.5-flash /gemini-api/docs/models/gemini-2.5-flash-preview-09-2025 /gemini-api/docs/models/gemini-2.5-flash-image /gemini-api/docs/models/gemini-2.5-flash-native-audio-preview-12-2025 /gemini-api/docs/models/gemini-2.5-flash-preview-tts /gemini-api/docs/models/gemini-2.5-flash-lite /gemini-api/docs/models/gemini-2.5-flash-lite-preview-09-2025 /gemini-api/docs/models/gemini-2.5-pro /gemini-api/docs/models/gemini-2.5-pro-preview-tts /gemini-api/docs/models/gemini-2.5-computer-use-preview-10-2025 /gemini-api/docs/models/gemini-2.0-flash /gemini-api/docs/models/gemini-2.0-flash-lite /gemini-api/docs/models/imagen /gemini-api/docs/models/veo-3.1-generate-preview /gemini-api/docs/models/veo-2.0-generate-001 /gemini-api/docs/models/gemini-embedding-001 /gemini-api/docs/models/gemini-embedding-2 /gemini-api/docs/models/gemini-robotics-er-1.5-preview /gemini-api/docs/models/gemini-robotics-er-2-preview /gemini-api/docs/models/gemini-robotics-er-2-streaming-preview /gemini-api/docs/models/gemini-robotics-er-1.6-preview /gemini-api/docs/models/deep-research-pro-preview-12-2025 /gemini-api/docs/models/deep-research-preview-04-2026 /gemini-api/docs/models/deep-research-max-preview-04-2026 /gemini-api/docs/models/antigravity-preview-05-2026 /gemini-api/docs/models/lyria-realtime-exp /gemini-api/docs/models/lyria-3.5 /gemini-api/docs/models/lyria-3-clip-preview /gemini-api/docs/models/lyria-3-pro-preview /gemini-api/docs/models/gemini-omni-flash /gemini-api/docs/models/gemini-3.5-transcribe "><span class="devsite-nav-text" tooltip>All models</span></a></li>
 
   <li class="devsite-nav-item"><a href="/gemini-api/docs/latest-model"
         class="devsite-nav-title"
@@ -927,22 +927,26 @@
         class="devsite-nav-title"
       ><span class="devsite-nav-text" tooltip>Gemini Omni Flash</span></a></li>
 
-  <li class="devsite-nav-item"><a href="/gemini-api/docs/music-generation"
+  <li class="devsite-nav-item
+           devsite-nav-expandable"><div class="devsite-expandable-nav">
+      <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button">
+        <span class="devsite-nav-text" tooltip>Lyria 3.5 &amp; Lyria Clip</span>
+      </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/gemini-api/docs/music-generation"
         class="devsite-nav-title"
-      ><span class="devsite-nav-text" tooltip>Lyria 3</span></a></li>
-
-  <li class="devsite-nav-item"><a href="/gemini-api/docs/realtime-music-generation"
+      ><span class="devsite-nav-text" tooltip>Overview</span></a></li><li class="devsite-nav-item"><a href="/gemini-api/docs/realtime-music-generation"
         class="devsite-nav-title"
-      ><span class="devsite-nav-text" tooltip>Lyria RealTime</span></a></li>
-
-  <li class="devsite-nav-item"><a href="/gemini-api/docs/imagen"
+      ><span class="devsite-nav-text" tooltip>Lyria RealTime</span></a></li><li class="devsite-nav-item"><a href="/gemini-api/docs/lyria-prompt-guide"
         class="devsite-nav-title"
-      ><span class="devsite-nav-text" tooltip>Imagen</span></a></li>
+      ><span class="devsite-nav-text" tooltip>Lyria prompt guide</span></a></li></ul></div></li>
 
   <li class="devsite-nav-item"><a href="/gemini-api/docs/speech-generation"
         class="devsite-nav-title"
       ><span class="devsite-nav-text" tooltip>Text-to-speech</span></a></li>
 
+  <li class="devsite-nav-item"><a href="/gemini-api/docs/transcribe"
+        class="devsite-nav-title"
+      ><span class="devsite-nav-text" tooltip>Transcribe</span></a></li>
+
   <li class="devsite-nav-item"><a href="/gemini-api/docs/live-api"
         class="devsite-nav-title"
       ><span class="devsite-nav-text" tooltip>Live</span></a></li>
@@ -961,37 +965,17 @@
         <span class="devsite-nav-text" tooltip>Robotics</span>
       </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/gemini-api/docs/robotics-overview"
         class="devsite-nav-title"
-      ><span class="devsite-nav-text" tooltip>Overview</span></a></li><li class="devsite-nav-item
-           devsite-nav-preview"><a href="/gemini-api/docs/robotics-spatial"
+      ><span class="devsite-nav-text" tooltip>Overview</span></a></li><li class="devsite-nav-item"><a href="/gemini-api/docs/robotics-spatial"
         class="devsite-nav-title"
-      ><span class="devsite-nav-text" tooltip>Spatial reasoning</span><span class="devsite-nav-icon material-icons"
-        data-icon="preview"
-        data-title="Preview"
-        aria-hidden="true"></span></a></li><li class="devsite-nav-item
-           devsite-nav-preview"><a href="/gemini-api/docs/robotics-agentic"
+      ><span class="devsite-nav-text" tooltip>Spatial reasoning</span></a></li><li class="devsite-nav-item"><a href="/gemini-api/docs/robotics-agentic"
         class="devsite-nav-title"
-      ><span class="devsite-nav-text" tooltip>Agentic vision</span><span class="devsite-nav-icon material-icons"
-        data-icon="preview"
-        data-title="Preview"
-        aria-hidden="true"></span></a></li><li class="devsite-nav-item
-           devsite-nav-preview"><a href="/gemini-api/docs/robotics-orchestration"
+      ><span class="devsite-nav-text" tooltip>Agentic vision</span></a></li><li class="devsite-nav-item"><a href="/gemini-api/docs/robotics-orchestration"
         class="devsite-nav-title"
-      ><span class="devsite-nav-text" tooltip>Task orchestration</span><span class="devsite-nav-icon material-icons"
-        data-icon="preview"
-        data-title="Preview"
-        aria-hidden="true"></span></a></li><li class="devsite-nav-item
-           devsite-nav-preview"><a href="/gemini-api/docs/robotics-streaming"
+      ><span class="devsite-nav-text" tooltip>Task orchestration</span></a></li><li class="devsite-nav-item"><a href="/gemini-api/docs/robotics-streaming"
         class="devsite-nav-title"
-      ><span class="devsite-nav-text" tooltip>Robotics with streaming</span><span class="devsite-nav-icon material-icons"
-        data-icon="preview"
-        data-title="Preview"
-        aria-hidden="true"></span></a></li><li class="devsite-nav-item
-           devsite-nav-preview"><a href="/gemini-api/docs/robotics-video-progress"
+      ><span class="devsite-nav-text" tooltip>Robotics with streaming</span></a></li><li class="devsite-nav-item"><a href="/gemini-api/docs/robotics-video-progress"
         class="devsite-nav-title"
-      ><span class="devsite-nav-text" tooltip>Video understanding</span><span class="devsite-nav-icon material-icons"
-        data-icon="preview"
-        data-title="Preview"
-        aria-hidden="true"></span></a></li></ul></div></li>
+      ><span class="devsite-nav-text" tooltip>Video understanding</span></a></li></ul></div></li>
 
   <li class="devsite-nav-item
            devsite-nav-heading"><div class="devsite-nav-title devsite-nav-title-no-path">
@@ -1030,15 +1014,13 @@
            devsite-nav-expandable"><div class="devsite-expandable-nav">
       <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button">
         <span class="devsite-nav-text" tooltip>Speech and audio</span>
-      </div><ul class="devsite-nav-section"><li class="devsite-nav-item
-           devsite-nav-preview"><a href="/gemini-api/docs/speech-generation"
+      </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/gemini-api/docs/speech-generation"
         class="devsite-nav-title"
-      ><span class="devsite-nav-text" tooltip>Speech generation</span><span class="devsite-nav-icon material-icons"
-        data-icon="preview"
-        data-title="Preview"
-        aria-hidden="true"></span></a></li><li class="devsite-nav-item"><a href="/gemini-api/docs/audio"
+      ><span class="devsite-nav-text" tooltip>Speech generation</span></a></li><li class="devsite-nav-item"><a href="/gemini-api/docs/audio"
         class="devsite-nav-title"
-      ><span class="devsite-nav-text" tooltip>Audio understanding</span></a></li></ul></div></li>
+      ><span class="devsite-nav-text" tooltip>Audio understanding</span></a></li><li class="devsite-nav-item"><a href="/gemini-api/docs/transcribe"
+        class="devsite-nav-title"
+      ><span class="devsite-nav-text" tooltip>Audio transcription</span></a></li></ul></div></li>
 
   <li class="devsite-nav-item
            devsite-nav-expandable"><div class="devsite-expandable-nav">
@@ -1075,13 +1057,9 @@
         class="devsite-nav-title"
       ><span class="devsite-nav-text" tooltip>Quickstart</span></a></li>
 
-  <li class="devsite-nav-item
-           devsite-nav-preview"><a href="/gemini-api/docs/antigravity-agent"
+  <li class="devsite-nav-item"><a href="/gemini-api/docs/antigravity-agent"
         class="devsite-nav-title"
-      ><span class="devsite-nav-text" tooltip>Antigravity agent</span><span class="devsite-nav-icon material-icons"
-        data-icon="preview"
-        data-title="Preview"
-        aria-hidden="true"></span></a></li>
+      ><span class="devsite-nav-text" tooltip>Antigravity agent</span></a></li>
 
   <li class="devsite-nav-item"><a href="/gemini-api/docs/custom-agents"
         class="devsite-nav-title"
@@ -1091,17 +1069,17 @@
         class="devsite-nav-title"
       ><span class="devsite-nav-text" tooltip>Environments</span></a></li>
 
+  <li class="devsite-nav-item"><a href="/gemini-api/docs/agent-credentials"
+        class="devsite-nav-title"
+      ><span class="devsite-nav-text" tooltip>Credentials</span></a></li>
+
   <li class="devsite-nav-item"><a href="/gemini-api/docs/agent-hooks"
         class="devsite-nav-title"
       ><span class="devsite-nav-text" tooltip>Hooks</span></a></li>
 
-  <li class="devsite-nav-item
-           devsite-nav-preview"><a href="/gemini-api/docs/deep-research"
+  <li class="devsite-nav-item"><a href="/gemini-api/docs/deep-research"
         class="devsite-nav-title"
-      ><span class="devsite-nav-text" tooltip>Deep Research agent</span><span class="devsite-nav-icon material-icons"
-        data-icon="preview"
-        data-title="Preview"
-        aria-hidden="true"></span></a></li>
+      ><span class="devsite-nav-text" tooltip>Deep Research agent</span></a></li>
 
   <li class="devsite-nav-item
            devsite-nav-heading"><div class="devsite-nav-title devsite-nav-title-no-path">
@@ -1128,38 +1106,26 @@
         class="devsite-nav-title"
       ><span class="devsite-nav-text" tooltip>URL context</span></a></li>
 
-  <li class="devsite-nav-item
-           devsite-nav-preview"><a href="/gemini-api/docs/computer-use"
+  <li class="devsite-nav-item"><a href="/gemini-api/docs/computer-use"
         class="devsite-nav-title"
-      ><span class="devsite-nav-text" tooltip>Computer use</span><span class="devsite-nav-icon material-icons"
-        data-icon="preview"
-        data-title="Preview"
-        aria-hidden="true"></span></a></li>
+      ><span class="devsite-nav-text" tooltip>Computer use</span></a></li>
 
   <li class="devsite-nav-item"><a href="/gemini-api/docs/file-search"
         class="devsite-nav-title"
       ><span class="devsite-nav-text" tooltip>File search</span></a></li>
 
-  <li class="devsite-nav-item
-           devsite-nav-preview"><a href="/gemini-api/docs/tool-combination"
+  <li class="devsite-nav-item"><a href="/gemini-api/docs/tool-combination"
         class="devsite-nav-title"
-      ><span class="devsite-nav-text" tooltip>Combine tools and function calling</span><span class="devsite-nav-icon material-icons"
-        data-icon="preview"
-        data-title="Preview"
-        aria-hidden="true"></span></a></li>
+      ><span class="devsite-nav-text" tooltip>Combine tools and function calling</span></a></li>
 
   <li class="devsite-nav-item
            devsite-nav-heading"><div class="devsite-nav-title devsite-nav-title-no-path">
         <span class="devsite-nav-text" tooltip>Live API</span>
       </div></li>
 
-  <li class="devsite-nav-item
-           devsite-nav-preview"><a href="/gemini-api/docs/live-api"
+  <li class="devsite-nav-item"><a href="/gemini-api/docs/live-api"
         class="devsite-nav-title"
-      ><span class="devsite-nav-text" tooltip>Overview</span><span class="devsite-nav-icon material-icons"
-        data-icon="preview"
-        data-title="Preview"
-        aria-hidden="true"></span></a></li>
+      ><span class="devsite-nav-text" tooltip>Overview</span></a></li>
 
   <li class="devsite-nav-item
            devsite-nav-expandable"><div class="devsite-expandable-nav">
@@ -1175,6 +1141,18 @@
         class="devsite-nav-title"
       ><span class="devsite-nav-text" tooltip>Capabilities</span></a></li>
 
+  <li class="devsite-nav-item
+           devsite-nav-preview"><a href="/gemini-api/docs/live-api/thinking"
+        class="devsite-nav-title"
+      ><span class="devsite-nav-text" tooltip>Thinking</span><span class="devsite-nav-icon material-icons"
+        data-icon="preview"
+        data-title="Preview"
+        aria-hidden="true"></span></a></li>
+
+  <li class="devsite-nav-item"><a href="/gemini-api/docs/live-api/live-transcribe"
+        class="devsite-nav-title"
+      ><span class="devsite-nav-text" tooltip>Live transcription</span></a></li>
+
   <li class="devsite-nav-item"><a href="/gemini-api/docs/live-api/live-translate"
         class="devsite-nav-title"
       ><span class="devsite-nav-text" tooltip>Live translation</span></a></li>
@@ -1187,13 +1165,9 @@
         class="devsite-nav-title"
       ><span class="devsite-nav-text" tooltip>Session management</span></a></li>
 
-  <li class="devsite-nav-item
-           devsite-nav-preview"><a href="/gemini-api/docs/live-api/ephemeral-tokens"
+  <li class="devsite-nav-item"><a href="/gemini-api/docs/live-api/ephemeral-tokens"
         class="devsite-nav-title"
-      ><span class="devsite-nav-text" tooltip>Ephemeral tokens</span><span class="devsite-nav-icon material-icons"
-        data-icon="preview"
-        data-title="Preview"
-        aria-hidden="true"></span></a></li>
+      ><span class="devsite-nav-text" tooltip>Ephemeral tokens</span></a></li>
 
   <li class="devsite-nav-item"><a href="/gemini-api/docs/live-api/best-practices"
         class="devsite-nav-title"
@@ -1212,29 +1186,17 @@
         class="devsite-nav-title"
       ><span class="devsite-nav-text" tooltip>Batch API</span></a></li>
 
-  <li class="devsite-nav-item
-           devsite-nav-preview"><a href="/gemini-api/docs/webhooks"
+  <li class="devsite-nav-item"><a href="/gemini-api/docs/webhooks"
         class="devsite-nav-title"
-      ><span class="devsite-nav-text" tooltip>Webhooks</span><span class="devsite-nav-icon material-icons"
-        data-icon="preview"
-        data-title="Preview"
-        aria-hidden="true"></span></a></li>
+      ><span class="devsite-nav-text" tooltip>Webhooks</span></a></li>
 
-  <li class="devsite-nav-item
-           devsite-nav-preview"><a href="/gemini-api/docs/flex-inference"
+  <li class="devsite-nav-item"><a href="/gemini-api/docs/flex-inference"
         class="devsite-nav-title"
-      ><span class="devsite-nav-text" tooltip>Flex inference</span><span class="devsite-nav-icon material-icons"
-        data-icon="preview"
-        data-title="Preview"
-        aria-hidden="true"></span></a></li>
+      ><span class="devsite-nav-text" tooltip>Flex inference</span></a></li>
 
-  <li class="devsite-nav-item
-           devsite-nav-preview"><a href="/gemini-api/docs/priority-inference"
+  <li class="devsite-nav-item"><a href="/gemini-api/docs/priority-inference"
         class="devsite-nav-title"
-      ><span class="devsite-nav-text" tooltip>Priority inference</span><span class="devsite-nav-icon material-icons"
-        data-icon="preview"
-        data-title="Preview"
-        aria-hidden="true"></span></a></li>
+      ><span class="devsite-nav-text" tooltip>Priority inference</span></a></li>
 
   <li class="devsite-nav-item"><a href="/gemini-api/docs/caching"
         class="devsite-nav-title"
@@ -1394,13 +1356,9 @@
         class="devsite-nav-title"
       ><span class="devsite-nav-text" tooltip>Deploying your app</span></a></li><li class="devsite-nav-item"><a href="/gemini-api/docs/aistudio-agents"
         class="devsite-nav-title"
-      ><span class="devsite-nav-text" tooltip>Agents in AI Studio Playground</span></a></li><li class="devsite-nav-item
-           devsite-nav-experimental"><a href="/gemini-api/docs/learnlm"
+      ><span class="devsite-nav-text" tooltip>Agents in AI Studio Playground</span></a></li><li class="devsite-nav-item"><a href="/gemini-api/docs/learnlm"
         class="devsite-nav-title"
-      ><span class="devsite-nav-text" tooltip>Try out LearnLM</span><span class="devsite-nav-icon material-icons"
-        data-icon="experimental"
-        data-title="Experimental!"
-        aria-hidden="true"></span></a></li><li class="devsite-nav-item"><a href="/gemini-api/docs/troubleshoot-ai-studio"
+      ><span class="devsite-nav-text" tooltip>Try out LearnLM</span></a></li><li class="devsite-nav-item"><a href="/gemini-api/docs/troubleshoot-ai-studio"
         class="devsite-nav-title"
       ><span class="devsite-nav-text" tooltip>Troubleshooting</span></a></li><li class="devsite-nav-item"><a href="/gemini-api/docs/workspace"
         class="devsite-nav-title"
@@ -3010,7 +2968,7 @@
       >
       <div class="devsite-banner-message">
         <div class="devsite-banner-message-text">
-          The <a href="/gemini-api/docs/interactions-overview" style="color: black;">Interactions API</a> is now generally available. We recommend using this API for access to all the latest features and models.
+          Gemini 3.8 Flash is now available. <a href="https://aistudio.google.com/prompts/new_chat?model=gemini-3.8-flash" style="color: black;">Try it out</a>.
         </div>
       </div>
     </div>
@@ -3226,6 +3184,7 @@ <h1 class="devsite-page-title" tabindex="-1">
 
 
 
+
 
 
 <p>Start building free of charge with generous limits, then scale up with
@@ -3258,7 +3217,7 @@ <h3 class="plan-name hide-from-toc" id="paid" data-text="Paid" tabindex="-1">Pai
       </div>
       <div class="pricing-card">
           <h3 class="plan-name hide-from-toc" id="enterprise" data-text="Enterprise" tabindex="-1">Enterprise</h3>
-          <p class="plan-description">For large-scale deployments with custom needs for security, support, and compliance, powered by <a href="https://cloud.google.com/gemini-enterprise-agent-platform">Gemini Enterprise Agent Platform</a>.</p>
+          <p class="plan-description">For enterprise deployments, powered by <a href="https://cloud.google.com/gemini-enterprise-agent-platform">Gemini Enterprise Agent Platform</a>.</p>
           <ul class="features">
               <li><span class="material-symbols-outlined">check_circle</span>All features in Paid, plus optional access to:</li>
               <li><span class="material-symbols-outlined">check_circle</span>Dedicated support channels</li>
@@ -3274,15 +3233,16 @@ <h3 class="plan-name hide-from-toc" id="enterprise" data-text="Enterprise" tabin
 
 <div class="models-section">
     <div class="heading-group">
-        <h2 id="gemini-3.7-flash" data-text="Gemini 3.7 Flash" tabindex="-1">Gemini 3.7 Flash</h2>
-        <em><code translate="no" dir="ltr">gemini-3.7-flash</code></em>
+        <h2 id="gemini-3.8-flash" data-text="Gemini 3.8 Flash" tabindex="-1">Gemini 3.8 Flash</h2>
+        <em><a href="/gemini-api/docs/models/gemini-3.8-flash"><code translate="no" dir="ltr">gemini-3.8-flash</code></a></em>
+    
     </div>
     <p>
-        <a href="https://aistudio.google.com?model=gemini-3.7-flash" class="button button-primary ais">Try it in Google AI Studio</a>
+        <a href="https://aistudio.google.com/prompts/new_chat?model=gemini-3.8-flash" class="button button-primary ais">Try it in Google AI Studio</a>
     </p>
 </div>
 
-<p>Our most capable Flash model for agentic workflows and multimodal reasoning.</p>
+<p>Our most intelligent Flash model, engineered for long-horizon software engineering, autonomous agents, and complex enterprise workflows.</p>
 <div><devsite-selector data-ds-scope="code-sample">
 <section><h3 id="standard" data-text="Standard" tabindex="-1">Standard</h3><table class="pricing-table">
   <colgroup>
@@ -3451,16 +3411,16 @@ <h2 id="gemini-3.7-flash" data-text="Gemini 3.7 Flash" tabindex="-1">Gemini 3.7
 </devsite-selector></div>
 <div class="models-section">
     <div class="heading-group">
-        <h2 id="gemini-3.6-flash" data-text="Gemini 3.6 Flash" tabindex="-1">Gemini 3.6 Flash</h2>
-        <em><code translate="no" dir="ltr">gemini-3.6-flash</code></em>
+        <h2 id="gemini-3.7-flash" data-text="Gemini 3.7 Flash" tabindex="-1">Gemini 3.7 Flash</h2>
+        <em><a href="/gemini-api/docs/models/gemini-3.7-flash"><code translate="no" dir="ltr">gemini-3.7-flash</code></a></em>
+    
     </div>
     <p>
-        <a href="https://aistudio.google.com?model=gemini-3.6-flash" class="button button-primary ais">Try it in Google AI Studio</a>
+        <a href="https://aistudio.google.com/prompts/new_chat?model=gemini-3.7-flash" class="button button-primary ais">Try it in Google AI Studio</a>
     </p>
 </div>
 
-<p>Our most intelligent model built for speed, combining frontier intelligence with
-superior search and grounding.</p>
+<p>Our high-speed, efficient Flash model built for everyday coding, agentic tool use, and reliable multi-step execution.</p>
 <div><devsite-selector data-ds-scope="code-sample">
 <section><h3 id="standard_1" data-text="Standard" tabindex="-1">Standard</h3><table class="pricing-table">
   <colgroup>
@@ -3493,12 +3453,12 @@ <h2 id="gemini-3.6-flash" data-text="Gemini 3.6 Flash" tabindex="-1">Gemini 3.6
     </tr>
     <tr>
       <td>Grounding with Google Search<sup>*</sup></td>
-      <td>Not available<sup>**</sup></td>
+      <td>Not available</td>
       <td>5,000 free search requests per month (shared across all Gemini 3.x models), then $14 per 1,000 requests.</td>
     </tr>
     <tr>
       <td>Grounding with Google Maps</td>
-      <td>Not available<sup>**</sup></td>
+      <td>Not available</td>
       <td>5,000 prompts per month (free, shared across Gemini 3), then $14 / 1,000 search queries</td>
     </tr>
     <tr>
@@ -3537,16 +3497,6 @@ <h2 id="gemini-3.6-flash" data-text="Gemini 3.6 Flash" tabindex="-1">Gemini 3.6
       <td>Not available</td>
       <td>$0.0375 through December 31, 2026.<br>$0.075 starting January 1, 2027.<br>$0.50 / 1,000,000 tokens per hour (storage price) through December 31, 2026.<br>$1.00 / 1,000,000 tokens per hour (storage price) starting January 1, 2027.</td>
     </tr>
-    <tr>
-      <td>Grounding with Google Search<sup>*</sup></td>
-      <td>Not available<sup>**</sup></td>
-      <td>5,000 free search requests per month (shared across all Gemini 3.x models), then $14 per 1,000 requests.</td>
-    </tr>
-    <tr>
-      <td>Grounding with Google Maps</td>
-      <td>Not available<sup>**</sup></td>
-      <td>5,000 requests per month (free, shared across Gemini 3), then $14 / 1,000 search queries</td>
-    </tr>
     <tr>
       <td>Used to improve our products</td>
       <td><a href="/gemini-api/terms">Yes</a></td>
@@ -3583,16 +3533,6 @@ <h2 id="gemini-3.6-flash" data-text="Gemini 3.6 Flash" tabindex="-1">Gemini 3.6
       <td>Not available</td>
       <td>$0.0375 through December 31, 2026.<br>$0.075 starting January 1, 2027.<br>$0.50 / 1,000,000 tokens per hour (storage price) through December 31, 2026.<br>$1.00 / 1,000,000 tokens per hour (storage price) starting January 1, 2027.</td>
     </tr>
-    <tr>
-      <td>Grounding with Google Search<sup>*</sup></td>
-      <td>Not available<sup>**</sup></td>
-      <td>5,000 free search requests per month (shared across all Gemini 3.x models), then $14 per 1,000 requests.</td>
-    </tr>
-    <tr>
-      <td>Grounding with Google Maps</td>
-      <td>Not available<sup>**</sup></td>
-      <td>5,000 requests per month (free, shared across Gemini 3), then $14 / 1,000 search queries</td>
-    </tr>
     <tr>
       <td>Used to improve our products</td>
       <td><a href="/gemini-api/terms">Yes</a></td>
@@ -3647,24 +3587,18 @@ <h2 id="gemini-3.6-flash" data-text="Gemini 3.6 Flash" tabindex="-1">Gemini 3.6
   </tbody>
 </table></section>
 </devsite-selector></div>
-<p><sup>*</sup> A customer-submitted request to Gemini may result in one or more
-queries to Google Search. You will be charged for each individual search query
-performed.</p>
-
-<p><sup>**</sup> Can be tested in Google AI Studio.</p>
-
 <div class="models-section">
     <div class="heading-group">
-        <h2 id="gemini-3.5-flash" data-text="Gemini 3.5 Flash" tabindex="-1">Gemini 3.5 Flash</h2>
-        <em><code translate="no" dir="ltr">gemini-3.5-flash</code></em>
+        <h2 id="gemini-3.6-flash" data-text="Gemini 3.6 Flash" tabindex="-1">Gemini 3.6 Flash</h2>
+        <em><a href="/gemini-api/docs/models/gemini-3.6-flash"><code translate="no" dir="ltr">gemini-3.6-flash</code></a></em>
+    
     </div>
     <p>
-        <a href="https://aistudio.google.com?model=gemini-3.5-flash" class="button button-primary ais">Try it in Google AI Studio</a>
+        <a href="https://aistudio.google.com/prompts/new_chat?model=gemini-3.6-flash" class="button button-primary ais">Try it in Google AI Studio</a>
     </p>
 </div>
 
-<p>Our most intelligent model built for speed, combining frontier intelligence with
-superior search and grounding.</p>
+<p>Our previous generation Flash model, balancing speed and multimodal capabilities across general agentic and everyday tasks.</p>
 <div><devsite-selector data-ds-scope="code-sample">
 <section><h3 id="standard_2" data-text="Standard" tabindex="-1">Standard</h3><table class="pricing-table">
   <colgroup>
@@ -3683,17 +3617,17 @@ <h2 id="gemini-3.5-flash" data-text="Gemini 3.5 Flash" tabindex="-1">Gemini 3.5
     <tr>
       <td>Input price</td>
       <td>Free of charge</td>
-      <td>$1.50</td>
+      <td>$0.75 through December 31, 2026.<br>$1.50 starting January 1, 2027.</td>
     </tr>
     <tr>
       <td>Output price (including thinking tokens)</td>
       <td>Free of charge</td>
-      <td>$9.00</td>
+      <td>$3.75 through December 31, 2026.<br>$7.50 starting January 1, 2027.</td>
     </tr>
     <tr>
       <td>Context caching price</td>
       <td>Free of charge</td>
-      <td>$0.15<br>$1.00 / 1,000,000 tokens per hour (storage price)</td>
+      <td>$0.075 through December 31, 2026.<br>$0.15 starting January 1, 2027.<br>$0.50 / 1,000,000 tokens per hour (storage price) through December 31, 2026.<br>$1.00 / 1,000,000 tokens per hour (storage price) starting January 1, 2027.</td>
     </tr>
     <tr>
       <td>Grounding with Google Search<sup>*</sup></td>
@@ -3729,17 +3663,17 @@ <h2 id="gemini-3.5-flash" data-text="Gemini 3.5 Flash" tabindex="-1">Gemini 3.5
     <tr>
       <td>Input price</td>
       <td>Not available</td>
-      <td>$0.75</td>
+      <td>$0.375 through December 31, 2026.<br>$0.75 starting January 1, 2027.</td>
     </tr>
     <tr>
       <td>Output price (including thinking tokens)</td>
       <td>Not available</td>
-      <td>$4.50</td>
+      <td>$1.875 through December 31, 2026.<br>$3.75 starting January 1, 2027.</td>
     </tr>
     <tr>
       <td>Context caching price</td>
       <td>Not available</td>
-      <td>$0.075<br>$1.00 / 1,000,000 tokens per hour (storage price)</td>
+      <td>$0.0375 through December 31, 2026.<br>$0.075 starting January 1, 2027.<br>$0.50 / 1,000,000 tokens per hour (storage price) through December 31, 2026.<br>$1.00 / 1,000,000 tokens per hour (storage price) starting January 1, 2027.</td>
     </tr>
     <tr>
       <td>Grounding with Google Search<sup>*</sup></td>
@@ -3775,17 +3709,17 @@ <h2 id="gemini-3.5-flash" data-text="Gemini 3.5 Flash" tabindex="-1">Gemini 3.5
     <tr>
       <td>Input price</td>
       <td>Not available</td>
-      <td>$0.75</td>
+      <td>$0.375 through December 31, 2026.<br>$0.75 starting January 1, 2027.</td>
     </tr>
     <tr>
       <td>Output price (including thinking tokens)</td>
       <td>Not available</td>
-      <td>$4.50</td>
+      <td>$1.875 through December 31, 2026.<br>$3.75 starting January 1, 2027.</td>
     </tr>
     <tr>
       <td>Context caching price</td>
       <td>Not available</td>
-      <td>$0.08<br>$1.00 / 1,000,000 tokens per hour (storage price)</td>
+      <td>$0.0375 through December 31, 2026.<br>$0.075 starting January 1, 2027.<br>$0.50 / 1,000,000 tokens per hour (storage price) through December 31, 2026.<br>$1.00 / 1,000,000 tokens per hour (storage price) starting January 1, 2027.</td>
     </tr>
     <tr>
       <td>Grounding with Google Search<sup>*</sup></td>
@@ -3821,17 +3755,17 @@ <h2 id="gemini-3.5-flash" data-text="Gemini 3.5 Flash" tabindex="-1">Gemini 3.5
     <tr>
       <td>Input price</td>
       <td>Free of charge</td>
-      <td>$2.70</td>
+      <td>$1.35 through December 31, 2026.<br>$2.70 starting January 1, 2027.</td>
     </tr>
     <tr>
       <td>Output price (including thinking tokens)</td>
       <td>Free of charge</td>
-      <td>$16.20</td>
+      <td>$6.75 through December 31, 2026.<br>$13.50 starting January 1, 2027.</td>
     </tr>
     <tr>
       <td>Context caching price</td>
       <td>Free of charge</td>
-      <td>$0.27<br>$1.00 / 1,000,000 tokens per hour (storage price)</td>
+      <td>$0.135 through December 31, 2026.<br>$0.27 starting January 1, 2027.<br>$0.50 / 1,000,000 tokens per hour (storage price) through December 31, 2026.<br>$1.00 / 1,000,000 tokens per hour (storage price) starting January 1, 2027.</td>
     </tr>
     <tr>
       <td>Grounding with Google Search<sup>*</sup></td>
@@ -3859,15 +3793,17 @@ <h2 id="gemini-3.5-flash" data-text="Gemini 3.5 Flash" tabindex="-1">Gemini 3.5
 
 <div class="models-section">
     <div class="heading-group">
-        <h2 id="gemini-3.5-live-translate-preview" data-text="Gemini 3.5 Live Translate" tabindex="-1">Gemini 3.5 Live Translate</h2>
-        <em><code translate="no" dir="ltr">gemini-3.5-live-translate-preview</code></em>
+        <h2 id="gemini-3.5-flash" data-text="Gemini 3.5 Flash" tabindex="-1">Gemini 3.5 Flash</h2>
+        <em><a href="/gemini-api/docs/models/gemini-3.5-flash"><code translate="no" dir="ltr">gemini-3.5-flash</code></a></em>
+    
     </div>
     <p>
-        <a href="https://aistudio.google.com/prompts/new_chat?model=gemini-3.5-live-translate-preview" class="button button-primary ais">Try it in Google AI Studio</a>
+        <a href="https://aistudio.google.com/prompts/new_chat?model=gemini-3.5-flash" class="button button-primary ais">Try it in Google AI Studio</a>
     </p>
 </div>
 
-<p>Our low-latency, real-time speech to speech translation model that supports 70+ languages.</p>
+<p>Our earlier Flash model, built for speed and foundational performance across
+routine, high-throughput workloads.</p>
 <div><devsite-selector data-ds-scope="code-sample">
 <section><h3 id="standard_3" data-text="Standard" tabindex="-1">Standard</h3><table class="pricing-table">
   <colgroup>
@@ -3886,12 +3822,27 @@ <h2 id="gemini-3.5-live-translate-preview" data-text="Gemini 3.5 Live Translate"
     <tr>
       <td>Input price</td>
       <td>Free of charge</td>
-      <td>$3.50 or $0.0053/min<sup>*</sup> (audio)</td>
+      <td>$1.50</td>
     </tr>
     <tr>
       <td>Output price (including thinking tokens)</td>
       <td>Free of charge</td>
-      <td>$21.00 or $0.0315/min<sup>*</sup> (audio)</td>
+      <td>$9.00</td>
+    </tr>
+    <tr>
+      <td>Context caching price</td>
+      <td>Free of charge</td>
+      <td>$0.15<br>$1.00 / 1,000,000 tokens per hour (storage price)</td>
+    </tr>
+    <tr>
+      <td>Grounding with Google Search<sup>*</sup></td>
+      <td>Not available<sup>**</sup></td>
+      <td>5,000 free search requests per month (shared across all Gemini 3.x models), then $14 per 1,000 requests.</td>
+    </tr>
+    <tr>
+      <td>Grounding with Google Maps</td>
+      <td>Not available<sup>**</sup></td>
+      <td>5,000 prompts per month (free, shared across Gemini 3), then $14 / 1,000 search queries</td>
     </tr>
     <tr>
       <td>Used to improve our products</td>
@@ -3900,23 +3851,7 @@ <h2 id="gemini-3.5-live-translate-preview" data-text="Gemini 3.5 Live Translate"
     </tr>
   </tbody>
 </table></section>
-</devsite-selector></div>
-<p><sup>*</sup> Billing is based on total input and output audio token consumption, calculated at a rate of 25 tokens per second of audio, equating to an effective price of approximately $0.0368 per minute.</p>
-
-<div class="models-section">
-    <div class="heading-group">
-        <h2 id="gemini-3.5-flash-lite" data-text="Gemini 3.5 Flash-Lite" tabindex="-1">Gemini 3.5 Flash-Lite</h2>
-        <em><code translate="no" dir="ltr">gemini-3.5-flash-lite</code></em>
-    </div>
-    <p>
-        <a href="https://aistudio.google.com/prompts/new_chat?model=gemini-3.5-flash-lite" class="button button-primary ais">Try it in Google AI Studio</a>
-    </p>
-</div>
-
-<p>Our most cost-efficient GA model, optimized for high-volume agentic tasks,
-translation, and simple data processing.</p>
-<div><devsite-selector data-ds-scope="code-sample">
-<section><h3 id="standard_4" data-text="Standard" tabindex="-1">Standard</h3><table class="pricing-table">
+<section><h3 id="batch_3" data-text="Batch" tabindex="-1">Batch</h3><table class="pricing-table">
   <colgroup>
     <col>
     <col class="free-tier">
@@ -3932,18 +3867,18 @@ <h2 id="gemini-3.5-flash-lite" data-text="Gemini 3.5 Flash-Lite" tabindex="-1">G
   <tbody>
     <tr>
       <td>Input price</td>
-      <td>Free of charge</td>
-      <td>$0.30 (text / image / video / audio)</td>
+      <td>Not available</td>
+      <td>$0.75</td>
     </tr>
     <tr>
       <td>Output price (including thinking tokens)</td>
-      <td>Free of charge</td>
-      <td>$2.50</td>
+      <td>Not available</td>
+      <td>$4.50</td>
     </tr>
     <tr>
       <td>Context caching price</td>
       <td>Not available</td>
-      <td>$0.03<br>$1.00 / 1,000,000 tokens per hour (storage price)</td>
+      <td>$0.075<br>$1.00 / 1,000,000 tokens per hour (storage price)</td>
     </tr>
     <tr>
       <td>Grounding with Google Search<sup>*</sup></td>
@@ -3962,7 +3897,7 @@ <h2 id="gemini-3.5-flash-lite" data-text="Gemini 3.5 Flash-Lite" tabindex="-1">G
     </tr>
   </tbody>
 </table></section>
-<section><h3 id="batch_3" data-text="Batch" tabindex="-1">Batch</h3><table class="pricing-table">
+<section><h3 id="flex_3" data-text="Flex" tabindex="-1">Flex</h3><table class="pricing-table">
   <colgroup>
     <col>
     <col class="free-tier">
@@ -3978,18 +3913,18 @@ <h2 id="gemini-3.5-flash-lite" data-text="Gemini 3.5 Flash-Lite" tabindex="-1">G
   <tbody>
     <tr>
       <td>Input price</td>
-      <td>Free of charge</td>
-      <td>$0.15 (text / image / video / audio)</td>
+      <td>Not available</td>
+      <td>$0.75</td>
     </tr>
     <tr>
       <td>Output price (including thinking tokens)</td>
-      <td>Free of charge</td>
-      <td>$1.25</td>
+      <td>Not available</td>
+      <td>$4.50</td>
     </tr>
     <tr>
       <td>Context caching price</td>
       <td>Not available</td>
-      <td>$0.02<br>$1.00 / 1,000,000 tokens per hour (storage price)</td>
+      <td>$0.08<br>$1.00 / 1,000,000 tokens per hour (storage price)</td>
     </tr>
     <tr>
       <td>Grounding with Google Search<sup>*</sup></td>
@@ -3999,7 +3934,7 @@ <h2 id="gemini-3.5-flash-lite" data-text="Gemini 3.5 Flash-Lite" tabindex="-1">G
     <tr>
       <td>Grounding with Google Maps</td>
       <td>Not available<sup>**</sup></td>
-      <td>5,000 prompts per month (free, shared across Gemini 3), then $14 / 1,000 search queries</td>
+      <td>5,000 requests per month (free, shared across Gemini 3), then $14 / 1,000 search queries</td>
     </tr>
     <tr>
       <td>Used to improve our products</td>
@@ -4008,7 +3943,7 @@ <h2 id="gemini-3.5-flash-lite" data-text="Gemini 3.5 Flash-Lite" tabindex="-1">G
     </tr>
   </tbody>
 </table></section>
-<section><h3 id="flex_3" data-text="Flex" tabindex="-1">Flex</h3><table class="pricing-table">
+<section><h3 id="priority_3" data-text="Priority" tabindex="-1">Priority</h3><table class="pricing-table">
   <colgroup>
     <col>
     <col class="free-tier">
@@ -4025,17 +3960,17 @@ <h2 id="gemini-3.5-flash-lite" data-text="Gemini 3.5 Flash-Lite" tabindex="-1">G
     <tr>
       <td>Input price</td>
       <td>Free of charge</td>
-      <td>$0.15 (text / image / video / audio)</td>
+      <td>$2.70</td>
     </tr>
     <tr>
       <td>Output price (including thinking tokens)</td>
       <td>Free of charge</td>
-      <td>$1.25</td>
+      <td>$16.20</td>
     </tr>
     <tr>
       <td>Context caching price</td>
-      <td>Not available</td>
-      <td>$0.02<br>$1.00 / 1,000,000 tokens per hour (storage price)</td>
+      <td>Free of charge</td>
+      <td>$0.27<br>$1.00 / 1,000,000 tokens per hour (storage price)</td>
     </tr>
     <tr>
       <td>Grounding with Google Search<sup>*</sup></td>
@@ -4054,7 +3989,29 @@ <h2 id="gemini-3.5-flash-lite" data-text="Gemini 3.5 Flash-Lite" tabindex="-1">G
     </tr>
   </tbody>
 </table></section>
-<section><h3 id="priority_3" data-text="Priority" tabindex="-1">Priority</h3><table class="pricing-table">
+</devsite-selector></div>
+<p><sup>*</sup> A customer-submitted request to Gemini may result in one or more
+queries to Google Search. You will be charged for each individual search query
+performed.</p>
+
+<p><sup>**</sup> Can be tested in Google AI Studio.</p>
+
+<div class="models-section">
+    <div class="heading-group">
+        <span id="gemini-3.8-live-extended-thinking"></span>
+        <span id="gemini-3.1-flash-live-preview"></span>
+        <h2 id="gemini-3.8-live" data-text="Gemini 3.8 Live, Gemini 3.8 Live Extended Thinking, and Gemini 3.1 Flash Live Preview" tabindex="-1">Gemini 3.8 Live, Gemini 3.8 Live Extended Thinking, and Gemini 3.1 Flash Live Preview</h2>
+        <em><a href="/gemini-api/docs/models/gemini-3.8-live"><code translate="no" dir="ltr">gemini-3.8-live</code></a>, <a href="/gemini-api/docs/models/gemini-3.8-live-extended-thinking"><code translate="no" dir="ltr">gemini-3.8-live-extended-thinking</code></a>, and <a href="/gemini-api/docs/models/gemini-3.1-flash-live-preview"><code translate="no" dir="ltr">gemini-3.1-flash-live-preview</code></a></em>
+    </div>
+    <p>
+        <a href="https://aistudio.google.com/live?model=gemini-3.8-live" class="button button-primary ais">Try it in Google AI Studio</a>
+    </p>
+</div>
+
+<p>Our low-latency, audio-to-audio models optimized for real-time voice agents and
+live dialogue, including background reasoning support with Extended Thinking.</p>
+<div><devsite-selector data-ds-scope="code-sample">
+<section><h3 id="standard_4" data-text="Standard" tabindex="-1">Standard</h3><table class="pricing-table">
   <colgroup>
     <col>
     <col class="free-tier">
@@ -4071,28 +4028,18 @@ <h2 id="gemini-3.5-flash-lite" data-text="Gemini 3.5 Flash-Lite" tabindex="-1">G
     <tr>
       <td>Input price</td>
       <td>Free of charge</td>
-      <td>$0.54 (text / image / video / audio)</td>
+      <td>$0.75 (text)<br>$3.00 or $0.005/min (audio)<br>$1.00 or $0.002/min (image/video)</td>
     </tr>
     <tr>
       <td>Output price (including thinking tokens)</td>
       <td>Free of charge</td>
-      <td>$4.50</td>
-    </tr>
-    <tr>
-      <td>Context caching price</td>
-      <td>Not available</td>
-      <td>$0.05<br>$1.00 / 1,000,000 tokens per hour (storage price)</td>
+      <td>$4.50 (text)<br>$12.00 or $0.018/min (audio)</td>
     </tr>
     <tr>
       <td>Grounding with Google Search<sup>*</sup></td>
-      <td>Not available<sup>**</sup></td>
+      <td>Supported</td>
       <td>5,000 free search requests per month (shared across all Gemini 3.x models), then $14 per 1,000 requests.</td>
     </tr>
-    <tr>
-      <td>Grounding with Google Maps</td>
-      <td>Not available<sup>**</sup></td>
-      <td>5,000 prompts per month (free, shared across Gemini 3), then $14 / 1,000 search queries</td>
-    </tr>
     <tr>
       <td>Used to improve our products</td>
       <td><a href="/gemini-api/terms">Yes</a></td>
@@ -4105,22 +4052,18 @@ <h2 id="gemini-3.5-flash-lite" data-text="Gemini 3.5 Flash-Lite" tabindex="-1">G
 queries to Google Search. You will be charged for each individual search query
 performed.</p>
 
-<p><sup>**</sup> Can be tested in Google AI Studio.</p>
-
-<p><sup>**</sup> Can be tested in Google AI Studio.</p>
-
 <div class="models-section">
     <div class="heading-group">
-        <h2 id="gemini-3.1-flash-lite" data-text="Gemini 3.1 Flash-Lite" tabindex="-1">Gemini 3.1 Flash-Lite</h2>
-        <em><code translate="no" dir="ltr">gemini-3.1-flash-lite</code></em>
+        <h2 id="gemini-3.5-live-translate-preview" data-text="Gemini 3.5 Live Translate" tabindex="-1">Gemini 3.5 Live Translate</h2>
+        <em><a href="/gemini-api/docs/models/gemini-3.5-live-translate-preview"><code translate="no" dir="ltr">gemini-3.5-live-translate-preview</code></a></em>
+    
     </div>
     <p>
-        <a href="https://aistudio.google.com/prompts/new_chat?model=gemini-3.1-flash-lite" class="button button-primary ais">Try it in Google AI Studio</a>
+        <a href="https://aistudio.google.com/live?model=gemini-3.5-live-translate-preview" class="button button-primary ais">Try it in Google AI Studio</a>
     </p>
 </div>
 
-<p>Our most cost-efficient model, optimized for high-volume agentic tasks,
-translation, and simple data processing.</p>
+<p>Our low-latency, real-time speech to speech translation model that supports 70+ languages.</p>
 <div><devsite-selector data-ds-scope="code-sample">
 <section><h3 id="standard_5" data-text="Standard" tabindex="-1">Standard</h3><table class="pricing-table">
   <colgroup>
@@ -4139,27 +4082,64 @@ <h2 id="gemini-3.1-flash-lite" data-text="Gemini 3.1 Flash-Lite" tabindex="-1">G
     <tr>
       <td>Input price</td>
       <td>Free of charge</td>
-      <td>$0.25 (text / image / video)<br>$0.50 (audio)</td>
+      <td>$3.50 or $0.0053/min<sup>*</sup> (audio)</td>
     </tr>
     <tr>
       <td>Output price (including thinking tokens)</td>
       <td>Free of charge</td>
-      <td>$1.50</td>
+      <td>$21.00 or $0.0315/min<sup>*</sup> (audio)</td>
     </tr>
     <tr>
-      <td>Context caching price</td>
-      <td>Not available</td>
-      <td>$0.025 (text / image / video)<br>$0.05 (audio)<br>$1.00 / 1,000,000 tokens per hour (storage price)</td>
-    </tr>
+      <td>Used to improve our products</td>
+      <td><a href="/gemini-api/terms">Yes</a></td>
+      <td><a href="/gemini-api/terms">No</a></td>
+    </tr>
+  </tbody>
+</table></section>
+</devsite-selector></div>
+<p><sup>*</sup> Billing is based on total input and output audio token consumption, calculated at a rate of 25 tokens per second of audio, equating to an effective price of approximately $0.0368 per minute.</p>
+
+<div class="models-section">
+    <div class="heading-group">
+        <h2 id="gemini-3.5-transcribe-live" data-text="Gemini 3.5 Transcribe Live" tabindex="-1">Gemini 3.5 Transcribe Live</h2>
+        <em><a href="/gemini-api/docs/models/gemini-3.5-transcribe"><code translate="no" dir="ltr">gemini-3.5-transcribe-live</code></a></em>
+    
+    </div>
+    <p>
+        <a href="https://aistudio.google.com?model=gemini-3.5-transcribe-live" class="button button-primary ais">Try it in Google AI Studio</a>
+    </p>
+</div>
+
+<p>Our low-latency, real-time speech-to-text model for bidirectional streaming audio transcription over WebSockets.</p>
+<div><devsite-selector data-ds-scope="code-sample">
+<section><h3 id="standard_6" data-text="Standard" tabindex="-1">Standard</h3><table class="pricing-table">
+  <colgroup>
+    <col>
+    <col class="free-tier">
+    <col class="paid-tier">
+  </colgroup>
+  <thead>
     <tr>
-      <td>Grounding with Google Search<sup>*</sup></td>
-      <td>Not available<sup>**</sup></td>
-      <td>5,000 free search requests per month (shared across all Gemini 3.x models), then $14 per 1,000 requests.</td>
+      <th></th>
+      <th scope="col">Free Tier</th>
+      <th scope="col">Paid Tier, per 1M tokens in USD</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <td>Input price</td>
+      <td>Free of charge</td>
+      <td>$3.50 or $0.005/min<sup>*</sup> (audio)</td>
     </tr>
     <tr>
-      <td>Grounding with Google Maps</td>
-      <td>Not available<sup>**</sup></td>
-      <td>5,000 prompts per month (free, shared across Gemini 3), then $14 / 1,000 search queries</td>
+      <td>Output price (including thinking tokens)</td>
+      <td>Free of charge</td>
+      <td>$21.00 or $0.004/min<sup>*</sup> (text)</td>
+    </tr>
+    <tr>
+      <td>Grounding with Google Search</td>
+      <td>Not Supported</td>
+      <td></td>
     </tr>
     <tr>
       <td>Used to improve our products</td>
@@ -4168,7 +4148,25 @@ <h2 id="gemini-3.1-flash-lite" data-text="Gemini 3.1 Flash-Lite" tabindex="-1">G
     </tr>
   </tbody>
 </table></section>
-<section><h3 id="batch_4" data-text="Batch" tabindex="-1">Batch</h3><table class="pricing-table">
+</devsite-selector></div>
+<p><sup>*</sup> Estimated pricing is based on 25 audio tokens per second for input
+and 175 text tokens per minute for output, for an effective blended rate of
+~$0.009 per min for Live Transcribe.</p>
+
+<div class="models-section">
+    <div class="heading-group">
+        <h2 id="gemini-3.5-transcribe" data-text="Gemini 3.5 Transcribe" tabindex="-1">Gemini 3.5 Transcribe</h2>
+        <em><a href="/gemini-api/docs/models/gemini-3.5-transcribe"><code translate="no" dir="ltr">gemini-3.5-transcribe</code></a></em>
+    
+    </div>
+    <p>
+        <a href="https://aistudio.google.com?model=gemini-3.5-transcribe" class="button button-primary ais">Try it in Google AI Studio</a>
+    </p>
+</div>
+
+<p>Our speech-to-text model with automatic language detection, speaker diarization, word-level timestamps, and custom vocabulary biasing.</p>
+<div><devsite-selector data-ds-scope="code-sample">
+<section><h3 id="standard_7" data-text="Standard" tabindex="-1">Standard</h3><table class="pricing-table">
   <colgroup>
     <col>
     <col class="free-tier">
@@ -4185,17 +4183,72 @@ <h2 id="gemini-3.1-flash-lite" data-text="Gemini 3.1 Flash-Lite" tabindex="-1">G
     <tr>
       <td>Input price</td>
       <td>Free of charge</td>
-      <td>$0.125 (text / image / video)<br>$0.25 (audio)</td>
+      <td>$2.00 or $0.003/min<sup>*</sup> (audio)</td>
     </tr>
     <tr>
       <td>Output price (including thinking tokens)</td>
       <td>Free of charge</td>
-      <td>$0.75</td>
+      <td>$12.00 or $0.002/min<sup>*</sup> (text)</td>
+    </tr>
+    <tr>
+      <td>Grounding with Google Search</td>
+      <td>Not Supported</td>
+      <td></td>
+    </tr>
+    <tr>
+      <td>Used to improve our products</td>
+      <td><a href="/gemini-api/terms">Yes</a></td>
+      <td><a href="/gemini-api/terms">No</a></td>
+    </tr>
+  </tbody>
+</table></section>
+</devsite-selector></div>
+<p><sup>*</sup> Estimated pricing is based on 25 audio tokens per second for input
+and 175 text tokens per minute for output, for an effective blended rate of
+~$0.005 per min for Transcribe.</p>
+
+<div class="models-section">
+    <div class="heading-group">
+        <h2 id="gemini-3.5-flash-lite" data-text="Gemini 3.5 Flash-Lite" tabindex="-1">Gemini 3.5 Flash-Lite</h2>
+        <em><a href="/gemini-api/docs/models/gemini-3.5-flash-lite"><code translate="no" dir="ltr">gemini-3.5-flash-lite</code></a></em>
+    
+    </div>
+    <p>
+        <a href="https://aistudio.google.com/prompts/new_chat?model=gemini-3.5-flash-lite" class="button button-primary ais">Try it in Google AI Studio</a>
+    </p>
+</div>
+
+<p>A cost-efficient model, optimized for high-volume agentic tasks,
+translation, and simple data processing.</p>
+<div><devsite-selector data-ds-scope="code-sample">
+<section><h3 id="standard_8" data-text="Standard" tabindex="-1">Standard</h3><table class="pricing-table">
+  <colgroup>
+    <col>
+    <col class="free-tier">
+    <col class="paid-tier">
+  </colgroup>
+  <thead>
+    <tr>
+      <th></th>
+      <th scope="col">Free Tier</th>
+      <th scope="col">Paid Tier, per 1M tokens in USD</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <td>Input price</td>
+      <td>Free of charge</td>
+      <td>$0.30 (text / image / video / audio)</td>
+    </tr>
+    <tr>
+      <td>Output price (including thinking tokens)</td>
+      <td>Free of charge</td>
+      <td>$2.50</td>
     </tr>
     <tr>
       <td>Context caching price</td>
       <td>Not available</td>
-      <td>$0.0125 (text / image / video)<br>$0.025 (audio)<br>$0.50 / 1,000,000 tokens per hour (storage price)</td>
+      <td>$0.03<br>$1.00 / 1,000,000 tokens per hour (storage price)</td>
     </tr>
     <tr>
       <td>Grounding with Google Search<sup>*</sup></td>
@@ -4205,7 +4258,7 @@ <h2 id="gemini-3.1-flash-lite" data-text="Gemini 3.1 Flash-Lite" tabindex="-1">G
     <tr>
       <td>Grounding with Google Maps</td>
       <td>Not available<sup>**</sup></td>
-      <td>5,000 prompts per month (free, shared across Gemini 3), then $14 / 1,000 search queries</td>
+      <td>5,000 requests per month (free, shared across Gemini 3), then $14 / 1,000 search queries</td>
     </tr>
     <tr>
       <td>Used to improve our products</td>
@@ -4214,7 +4267,7 @@ <h2 id="gemini-3.1-flash-lite" data-text="Gemini 3.1 Flash-Lite" tabindex="-1">G
     </tr>
   </tbody>
 </table></section>
-<section><h3 id="flex_4" data-text="Flex" tabindex="-1">Flex</h3><table class="pricing-table">
+<section><h3 id="batch_4" data-text="Batch" tabindex="-1">Batch</h3><table class="pricing-table">
   <colgroup>
     <col>
     <col class="free-tier">
@@ -4231,17 +4284,17 @@ <h2 id="gemini-3.1-flash-lite" data-text="Gemini 3.1 Flash-Lite" tabindex="-1">G
     <tr>
       <td>Input price</td>
       <td>Free of charge</td>
-      <td>$0.125 (text / image / video)<br>$0.25 (audio)</td>
+      <td>$0.15 (text / image / video / audio)</td>
     </tr>
     <tr>
       <td>Output price (including thinking tokens)</td>
       <td>Free of charge</td>
-      <td>$0.75</td>
+      <td>$1.25</td>
     </tr>
     <tr>
       <td>Context caching price</td>
       <td>Not available</td>
-      <td>$0.0125 (text / image / video)<br>$0.025 (audio)<br>$0.50 / 1,000,000 tokens per hour (storage price)</td>
+      <td>$0.02<br>$1.00 / 1,000,000 tokens per hour (storage price)</td>
     </tr>
     <tr>
       <td>Grounding with Google Search<sup>*</sup></td>
@@ -4260,7 +4313,7 @@ <h2 id="gemini-3.1-flash-lite" data-text="Gemini 3.1 Flash-Lite" tabindex="-1">G
     </tr>
   </tbody>
 </table></section>
-<section><h3 id="priority_4" data-text="Priority" tabindex="-1">Priority</h3><table class="pricing-table">
+<section><h3 id="flex_4" data-text="Flex" tabindex="-1">Flex</h3><table class="pricing-table">
   <colgroup>
     <col>
     <col class="free-tier">
@@ -4277,17 +4330,17 @@ <h2 id="gemini-3.1-flash-lite" data-text="Gemini 3.1 Flash-Lite" tabindex="-1">G
     <tr>
       <td>Input price</td>
       <td>Free of charge</td>
-      <td>$0.45 (text / image / video)<br>$0.90 (audio)</td>
+      <td>$0.15 (text / image / video / audio)</td>
     </tr>
     <tr>
       <td>Output price (including thinking tokens)</td>
       <td>Free of charge</td>
-      <td>$2.70</td>
+      <td>$1.25</td>
     </tr>
     <tr>
       <td>Context caching price</td>
       <td>Not available</td>
-      <td>$0.045 (text / image / video)<br>$0.09 (audio)<br>$1.80 / 1,000,000 tokens per hour (storage price)</td>
+      <td>$0.02<br>$1.00 / 1,000,000 tokens per hour (storage price)</td>
     </tr>
     <tr>
       <td>Grounding with Google Search<sup>*</sup></td>
@@ -4306,26 +4359,7 @@ <h2 id="gemini-3.1-flash-lite" data-text="Gemini 3.1 Flash-Lite" tabindex="-1">G
     </tr>
   </tbody>
 </table></section>
-</devsite-selector></div>
-<p><sup>*</sup> A customer-submitted request to Gemini may result in one or more
-queries to Google Search. You will be charged for each individual search query
-performed.</p>
-
-<p><sup>**</sup> Can be tested in Google AI Studio.</p>
-
-<div class="models-section">
-    <div class="heading-group">
-        <h2 id="gemini-omni-flash-preview" data-text="Gemini Omni Flash Preview" tabindex="-1">Gemini Omni Flash Preview</h2>
-        <em><code translate="no" dir="ltr">gemini-omni-flash-preview</code></em>
-    </div>
-    <p>
-        <a href="https://aistudio.google.com/prompts/new_chat?model=gemini-omni-flash-preview" class="button button-primary ais">Try it in Google AI Studio</a>
-    </p>
-</div>
-
-<p>Our next-generation video generation and editing model, available to developers on the paid tier of the Gemini API.</p>
-<div><devsite-selector data-ds-scope="code-sample">
-<section><h3 id="standard_6" data-text="Standard" tabindex="-1">Standard</h3><table class="pricing-table">
+<section><h3 id="priority_4" data-text="Priority" tabindex="-1">Priority</h3><table class="pricing-table">
   <colgroup>
     <col>
     <col class="free-tier">
@@ -4341,13 +4375,28 @@ <h2 id="gemini-omni-flash-preview" data-text="Gemini Omni Flash Preview" tabinde
   <tbody>
     <tr>
       <td>Input price</td>
-      <td>Not available</td>
-      <td>$1.50 (text / image / video / audio)</td>
+      <td>Free of charge</td>
+      <td>$0.54 (text / image / video / audio)</td>
     </tr>
     <tr>
       <td>Output price (including thinking tokens)</td>
+      <td>Free of charge</td>
+      <td>$4.50</td>
+    </tr>
+    <tr>
+      <td>Context caching price</td>
       <td>Not available</td>
-      <td>$9.00 (text)<br>$17.50 (video)<sup>*</sup></td>
+      <td>$0.05<br>$1.00 / 1,000,000 tokens per hour (storage price)</td>
+    </tr>
+    <tr>
+      <td>Grounding with Google Search<sup>*</sup></td>
+      <td>Not available<sup>**</sup></td>
+      <td>5,000 free search requests per month (shared across all Gemini 3.x models), then $14 per 1,000 requests.</td>
+    </tr>
+    <tr>
+      <td>Grounding with Google Maps</td>
+      <td>Not available<sup>**</sup></td>
+      <td>5,000 prompts per month (free, shared across Gemini 3), then $14 / 1,000 search queries</td>
     </tr>
     <tr>
       <td>Used to improve our products</td>
@@ -4357,23 +4406,29 @@ <h2 id="gemini-omni-flash-preview" data-text="Gemini Omni Flash Preview" tabinde
   </tbody>
 </table></section>
 </devsite-selector></div>
-<p><sup>*</sup> Billing is based on total output token consumption, calculated at a rate of 5,792 tokens per second of 720p video. Under Standard pricing, this equates to an effective price of approximately $0.10 per second.</p>
+<p><sup>*</sup> A customer-submitted request to Gemini may result in one or more
+queries to Google Search. You will be charged for each individual search query
+performed.</p>
+
+<p><sup>**</sup> Can be tested in Google AI Studio.</p>
+
+<p><sup>**</sup> Can be tested in Google AI Studio.</p>
 
 <div class="models-section">
     <div class="heading-group">
-        <h2 id="gemini-3.1-pro-preview" data-text="Gemini 3.1 Pro Preview" tabindex="-1">Gemini 3.1 Pro Preview</h2>
-        <em><code translate="no" dir="ltr">gemini-3.1-pro-preview</code> and <code translate="no" dir="ltr">gemini-3.1-pro-preview-customtools</code></em>
+        <h2 id="gemini-3.1-flash-lite" data-text="Gemini 3.1 Flash-Lite" tabindex="-1">Gemini 3.1 Flash-Lite</h2>
+        <em><a href="/gemini-api/docs/models/gemini-3.1-flash-lite"><code translate="no" dir="ltr">gemini-3.1-flash-lite</code></a></em>
+    
     </div>
     <p>
-        <a href="https://aistudio.google.com/prompts/new_chat?model=gemini-3.1-pro-preview" class="button button-primary ais">Try it in Google AI Studio</a>
+        <a href="https://aistudio.google.com/prompts/new_chat?model=gemini-3.1-flash-lite" class="button button-primary ais">Try it in Google AI Studio</a>
     </p>
 </div>
 
-<p>The latest performance, intelligence, and usability improvements to the best
-model family in the world for multimodal understanding,
-agentic capabilities, and vibe-coding.</p>
+<p>A cost-efficient model, optimized for high-volume agentic tasks,
+translation, and simple data processing.</p>
 <div><devsite-selector data-ds-scope="code-sample">
-<section><h3 id="standard_7" data-text="Standard" tabindex="-1">Standard</h3><table class="pricing-table">
+<section><h3 id="standard_9" data-text="Standard" tabindex="-1">Standard</h3><table class="pricing-table">
   <colgroup>
     <col>
     <col class="free-tier">
@@ -4389,18 +4444,18 @@ <h2 id="gemini-3.1-pro-preview" data-text="Gemini 3.1 Pro Preview" tabindex="-1"
   <tbody>
     <tr>
       <td>Input price</td>
-      <td>Not available</td>
-      <td>$2.00, prompts <= 200k tokens<br>$4.00, prompts > 200k tokens</td>
+      <td>Free of charge</td>
+      <td>$0.25 (text / image / video)<br>$0.50 (audio)</td>
     </tr>
     <tr>
       <td>Output price (including thinking tokens)</td>
-      <td>Not available</td>
-      <td>$12.00, prompts <= 200k tokens<br>$18.00, prompts > 200k</td>
+      <td>Free of charge</td>
+      <td>$1.50</td>
     </tr>
     <tr>
       <td>Context caching price</td>
       <td>Not available</td>
-      <td>$0.20, prompts <= 200k tokens<br>$0.40, prompts > 200k<br>$4.50 / 1,000,000 tokens per hour (storage price)</td>
+      <td>$0.025 (text / image / video)<br>$0.05 (audio)<br>$1.00 / 1,000,000 tokens per hour (storage price)</td>
     </tr>
     <tr>
       <td>Grounding with Google Search<sup>*</sup></td>
@@ -4435,20 +4490,18 @@ <h2 id="gemini-3.1-pro-preview" data-text="Gemini 3.1 Pro Preview" tabindex="-1"
   <tbody>
     <tr>
       <td>Input price</td>
-      <td>Not available</td>
-      <td>$1.00, prompts <= 200k tokens<br>$2.00, prompts > 200k tokens</td>
+      <td>Free of charge</td>
+      <td>$0.125 (text / image / video)<br>$0.25 (audio)</td>
     </tr>
     <tr>
       <td>Output price (including thinking tokens)</td>
-      <td>Not available</td>
-      <td>$6.00, prompts <= 200k tokens<br>$9.00, prompts > 200k</td>
+      <td>Free of charge</td>
+      <td>$0.75</td>
     </tr>
     <tr>
       <td>Context caching price</td>
       <td>Not available</td>
-      <td><em>Same as Standard</em><br>
-        $0.20, prompts <= 200k tokens<br>$0.40, prompts > 200k<br>$4.50 / 1,000,000 tokens per hour (storage price)
-      </td>
+      <td>$0.0125 (text / image / video)<br>$0.025 (audio)<br>$0.50 / 1,000,000 tokens per hour (storage price)</td>
     </tr>
     <tr>
       <td>Grounding with Google Search<sup>*</sup></td>
@@ -4458,7 +4511,7 @@ <h2 id="gemini-3.1-pro-preview" data-text="Gemini 3.1 Pro Preview" tabindex="-1"
     <tr>
       <td>Grounding with Google Maps</td>
       <td>Not available<sup>**</sup></td>
-      <td>5,000 requests per month (free, shared across Gemini 3), then $14 / 1,000 search queries</td>
+      <td>5,000 prompts per month (free, shared across Gemini 3), then $14 / 1,000 search queries</td>
     </tr>
     <tr>
       <td>Used to improve our products</td>
@@ -4483,20 +4536,18 @@ <h2 id="gemini-3.1-pro-preview" data-text="Gemini 3.1 Pro Preview" tabindex="-1"
   <tbody>
     <tr>
       <td>Input price</td>
-      <td>Not available</td>
-      <td>$1.00, prompts <= 200k tokens<br>$2.00, prompts > 200k tokens</td>
+      <td>Free of charge</td>
+      <td>$0.125 (text / image / video)<br>$0.25 (audio)</td>
     </tr>
     <tr>
       <td>Output price (including thinking tokens)</td>
-      <td>Not available</td>
-      <td>$6.00, prompts <= 200k tokens<br>$9.00, prompts > 200k</td>
+      <td>Free of charge</td>
+      <td>$0.75</td>
     </tr>
     <tr>
       <td>Context caching price</td>
       <td>Not available</td>
-      <td><em>Same as Standard</em><br>
-        $0.20, prompts <= 200k tokens<br>$0.40, prompts > 200k<br>$4.50 / 1,000,000 tokens per hour (storage price)
-      </td>
+      <td>$0.0125 (text / image / video)<br>$0.025 (audio)<br>$0.50 / 1,000,000 tokens per hour (storage price)</td>
     </tr>
     <tr>
       <td>Grounding with Google Search<sup>*</sup></td>
@@ -4506,7 +4557,7 @@ <h2 id="gemini-3.1-pro-preview" data-text="Gemini 3.1 Pro Preview" tabindex="-1"
     <tr>
       <td>Grounding with Google Maps</td>
       <td>Not available<sup>**</sup></td>
-      <td>5,000 requests per month (free, shared across Gemini 3), then $14 / 1,000 search queries</td>
+      <td>5,000 prompts per month (free, shared across Gemini 3), then $14 / 1,000 search queries</td>
     </tr>
     <tr>
       <td>Used to improve our products</td>
@@ -4531,18 +4582,18 @@ <h2 id="gemini-3.1-pro-preview" data-text="Gemini 3.1 Pro Preview" tabindex="-1"
   <tbody>
     <tr>
       <td>Input price</td>
-      <td>Not available</td>
-      <td>$3.60, prompts <= 200k tokens<br>$7.20, prompts > 200k tokens</td>
+      <td>Free of charge</td>
+      <td>$0.45 (text / image / video)<br>$0.90 (audio)</td>
     </tr>
     <tr>
       <td>Output price (including thinking tokens)</td>
-      <td>Not available</td>
-      <td>$21.60, prompts <= 200k tokens<br>$32.40, prompts > 200k</td>
+      <td>Free of charge</td>
+      <td>$2.70</td>
     </tr>
     <tr>
       <td>Context caching price</td>
       <td>Not available</td>
-      <td>$0.36, prompts <= 200k tokens<br>$0.72, prompts > 200k<br>$8.10 / 1,000,000 tokens per hour (storage price)</td>
+      <td>$0.045 (text / image / video)<br>$0.09 (audio)<br>$1.80 / 1,000,000 tokens per hour (storage price)</td>
     </tr>
     <tr>
       <td>Grounding with Google Search<sup>*</sup></td>
@@ -4570,18 +4621,19 @@ <h2 id="gemini-3.1-pro-preview" data-text="Gemini 3.1 Pro Preview" tabindex="-1"
 
 <div class="models-section">
     <div class="heading-group">
-        <h2 id="gemini-3.1-flash-live-preview" data-text="Gemini 3.1 Flash Live Preview" tabindex="-1">Gemini 3.1 Flash Live Preview</h2>
-        <em><code translate="no" dir="ltr">gemini-3.1-flash-live-preview</code></em>
+        <h2 id="gemini-omni-1.1-flash" data-text="Gemini Omni Flash" tabindex="-1">Gemini Omni Flash</h2>
+        <em><a href="/gemini-api/docs/models/gemini-omni-flash"><code translate="no" dir="ltr">gemini-omni-1.1-flash</code></a></em>
+    
     </div>
     <p>
-        <a href="https://aistudio.google.com/prompts/new_chat?model=gemini-3.1-flash-live-preview" class="button button-primary ais">Try it in Google AI Studio</a>
+        <a href="https://aistudio.google.com/prompts/new_chat?model=gemini-omni-1.1-flash" class="button button-primary ais">Try it in Google AI Studio</a>
     </p>
 </div>
 
-<p>Our low-latency, audio-to-audio model optimized for real-time dialogue with
-acoustic nuance detection, numeric precision, and multimodal awareness.</p>
-
-<table class="pricing-table">
+<p>Our next-generation video generation and editing model, now generally available
+to developers on the paid tier of the Gemini API.</p>
+<div><devsite-selector data-ds-scope="code-sample">
+<section><h3 id="standard_10" data-text="Standard" tabindex="-1">Standard</h3><table class="pricing-table">
   <colgroup>
     <col>
     <col class="free-tier">
@@ -4597,18 +4649,13 @@ <h2 id="gemini-3.1-flash-live-preview" data-text="Gemini 3.1 Flash Live Preview"
   <tbody>
     <tr>
       <td>Input price</td>
-      <td>Free of charge</td>
-      <td>$0.75 (text)<br>$3.00 or $0.005/min (audio)<br>$1.00 or $0.002/min (image/video)</td>
+      <td>Not available</td>
+      <td>$1.50 (text / image / video / audio)</td>
     </tr>
     <tr>
       <td>Output price (including thinking tokens)</td>
-      <td>Free of charge</td>
-      <td>$4.50 (text)<br>$12.00 or $0.018/min (audio)</td>
-    </tr>
-    <tr>
-      <td>Grounding with Google Search<sup>*</sup></td>
-      <td>Supported</td>
-      <td>5,000 free search requests per month (shared across all Gemini 3.x models), then $14 per 1,000 requests.</td>
+      <td>Not available</td>
+      <td>$9.00 (text)<br>$17.50 (video)<sup>*</sup></td>
     </tr>
     <tr>
       <td>Used to improve our products</td>
@@ -4616,16 +4663,273 @@ <h2 id="gemini-3.1-flash-live-preview" data-text="Gemini 3.1 Flash Live Preview"
       <td><a href="/gemini-api/terms">No</a></td>
     </tr>
   </tbody>
-</table>
+</table></section>
+</devsite-selector></div>
+<p><sup>*</sup> Billing is based on total output token consumption, calculated at
+a rate of 5,792 tokens per second of 720p video. Under Standard pricing, this
+equates to an effective price of approximately $0.10 per second.</p>
 
-<p><sup>*</sup> A customer-submitted request to Gemini may result in one or more
-queries to Google Search. You will be charged for each individual search query
+<div class="models-section">
+    <div class="heading-group">
+        <h2 id="gemini-omni-flash-preview" data-text="Gemini Omni Flash Preview" tabindex="-1">Gemini Omni Flash Preview</h2>
+        <em><a href="/gemini-api/docs/models/gemini-omni-flash"><code translate="no" dir="ltr">gemini-omni-flash-preview</code></a></em>
+    
+    </div>
+    <p>
+        <a href="https://aistudio.google.com/prompts/new_chat?model=gemini-omni-flash-preview" class="button button-primary ais">Try it in Google AI Studio</a>
+    </p>
+</div>
+
+<p>Our next-generation video generation and editing model.</p>
+<div><devsite-selector data-ds-scope="code-sample">
+<section><h3 id="standard_11" data-text="Standard" tabindex="-1">Standard</h3><table class="pricing-table">
+  <colgroup>
+    <col>
+    <col class="free-tier">
+    <col class="paid-tier">
+  </colgroup>
+  <thead>
+    <tr>
+      <th></th>
+      <th scope="col">Free Tier</th>
+      <th scope="col">Paid Tier, per 1M tokens in USD</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <td>Input price</td>
+      <td>Not available</td>
+      <td>$1.50 (text / image / video / audio)</td>
+    </tr>
+    <tr>
+      <td>Output price (including thinking tokens)</td>
+      <td>Not available</td>
+      <td>$9.00 (text)<br>$17.50 (video)<sup>*</sup></td>
+    </tr>
+    <tr>
+      <td>Used to improve our products</td>
+      <td><a href="/gemini-api/terms">Yes</a></td>
+      <td><a href="/gemini-api/terms">No</a></td>
+    </tr>
+  </tbody>
+</table></section>
+</devsite-selector></div>
+<p><sup>*</sup> Billing is based on total output token consumption, calculated at a rate of 5,792 tokens per second of 720p video. Under Standard pricing, this equates to an effective price of approximately $0.10 per second.</p>
+
+<div class="models-section">
+    <div class="heading-group">
+        <h2 id="gemini-3.1-pro-preview" data-text="Gemini 3.1 Pro Preview" tabindex="-1">Gemini 3.1 Pro Preview</h2>
+        <em><a href="/gemini-api/docs/models/gemini-3.1-pro-preview"><code translate="no" dir="ltr">gemini-3.1-pro-preview</code></a> and <a href="/gemini-api/docs/models/gemini-3.1-pro-preview#gemini-31-pro-preview-customtools"><code translate="no" dir="ltr">gemini-3.1-pro-preview-customtools</code></a></em>
+    
+    </div>
+    <p>
+        <a href="https://aistudio.google.com/prompts/new_chat?model=gemini-3.1-pro-preview" class="button button-primary ais">Try it in Google AI Studio</a>
+    </p>
+</div>
+
+<p>Our 3rd generation Pro model, built for multimodal understanding,
+agentic capabilities, and vibe-coding.</p>
+<div><devsite-selector data-ds-scope="code-sample">
+<section><h3 id="standard_12" data-text="Standard" tabindex="-1">Standard</h3><table class="pricing-table">
+  <colgroup>
+    <col>
+    <col class="free-tier">
+    <col class="paid-tier">
+  </colgroup>
+  <thead>
+    <tr>
+      <th></th>
+      <th scope="col">Free Tier</th>
+      <th scope="col">Paid Tier, per 1M tokens in USD</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <td>Input price</td>
+      <td>Not available</td>
+      <td>$2.00, prompts <= 200k tokens<br>$4.00, prompts > 200k tokens</td>
+    </tr>
+    <tr>
+      <td>Output price (including thinking tokens)</td>
+      <td>Not available</td>
+      <td>$12.00, prompts <= 200k tokens<br>$18.00, prompts > 200k</td>
+    </tr>
+    <tr>
+      <td>Context caching price</td>
+      <td>Not available</td>
+      <td>$0.20, prompts <= 200k tokens<br>$0.40, prompts > 200k<br>$4.50 / 1,000,000 tokens per hour (storage price)</td>
+    </tr>
+    <tr>
+      <td>Grounding with Google Search<sup>*</sup></td>
+      <td>Not available<sup>**</sup></td>
+      <td>5,000 free search requests per month (shared across all Gemini 3.x models), then $14 per 1,000 requests.</td>
+    </tr>
+    <tr>
+      <td>Grounding with Google Maps</td>
+      <td>Not available<sup>**</sup></td>
+      <td>5,000 prompts per month (free, shared across Gemini 3), then $14 / 1,000 search queries</td>
+    </tr>
+    <tr>
+      <td>Used to improve our products</td>
+      <td><a href="/gemini-api/terms">Yes</a></td>
+      <td><a href="/gemini-api/terms">No</a></td>
+    </tr>
+  </tbody>
+</table></section>
+<section><h3 id="batch_6" data-text="Batch" tabindex="-1">Batch</h3><table class="pricing-table">
+  <colgroup>
+    <col>
+    <col class="free-tier">
+    <col class="paid-tier">
+  </colgroup>
+  <thead>
+    <tr>
+      <th></th>
+      <th scope="col">Free Tier</th>
+      <th scope="col">Paid Tier, per 1M tokens in USD</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <td>Input price</td>
+      <td>Not available</td>
+      <td>$1.00, prompts <= 200k tokens<br>$2.00, prompts > 200k tokens</td>
+    </tr>
+    <tr>
+      <td>Output price (including thinking tokens)</td>
+      <td>Not available</td>
+      <td>$6.00, prompts <= 200k tokens<br>$9.00, prompts > 200k</td>
+    </tr>
+    <tr>
+      <td>Context caching price</td>
+      <td>Not available</td>
+      <td><em>Same as Standard</em><br>
+        $0.20, prompts <= 200k tokens<br>$0.40, prompts > 200k<br>$4.50 / 1,000,000 tokens per hour (storage price)
+      </td>
+    </tr>
+    <tr>
+      <td>Grounding with Google Search<sup>*</sup></td>
+      <td>Not available<sup>**</sup></td>
+      <td>5,000 free search requests per month (shared across all Gemini 3.x models), then $14 per 1,000 requests.</td>
+    </tr>
+    <tr>
+      <td>Grounding with Google Maps</td>
+      <td>Not available<sup>**</sup></td>
+      <td>5,000 requests per month (free, shared across Gemini 3), then $14 / 1,000 search queries</td>
+    </tr>
+    <tr>
+      <td>Used to improve our products</td>
+      <td><a href="/gemini-api/terms">Yes</a></td>
+      <td><a href="/gemini-api/terms">No</a></td>
+    </tr>
+  </tbody>
+</table></section>
+<section><h3 id="flex_6" data-text="Flex" tabindex="-1">Flex</h3><table class="pricing-table">
+  <colgroup>
+    <col>
+    <col class="free-tier">
+    <col class="paid-tier">
+  </colgroup>
+  <thead>
+    <tr>
+      <th></th>
+      <th scope="col">Free Tier</th>
+      <th scope="col">Paid Tier, per 1M tokens in USD</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <td>Input price</td>
+      <td>Not available</td>
+      <td>$1.00, prompts <= 200k tokens<br>$2.00, prompts > 200k tokens</td>
+    </tr>
+    <tr>
+      <td>Output price (including thinking tokens)</td>
+      <td>Not available</td>
+      <td>$6.00, prompts <= 200k tokens<br>$9.00, prompts > 200k</td>
+    </tr>
+    <tr>
+      <td>Context caching price</td>
+      <td>Not available</td>
+      <td><em>Same as Standard</em><br>
+        $0.20, prompts <= 200k tokens<br>$0.40, prompts > 200k<br>$4.50 / 1,000,000 tokens per hour (storage price)
+      </td>
+    </tr>
+    <tr>
+      <td>Grounding with Google Search<sup>*</sup></td>
+      <td>Not available<sup>**</sup></td>
+      <td>5,000 free search requests per month (shared across all Gemini 3.x models), then $14 per 1,000 requests.</td>
+    </tr>
+    <tr>
+      <td>Grounding with Google Maps</td>
+      <td>Not available<sup>**</sup></td>
+      <td>5,000 requests per month (free, shared across Gemini 3), then $14 / 1,000 search queries</td>
+    </tr>
+    <tr>
+      <td>Used to improve our products</td>
+      <td><a href="/gemini-api/terms">Yes</a></td>
+      <td><a href="/gemini-api/terms">No</a></td>
+    </tr>
+  </tbody>
+</table></section>
+<section><h3 id="priority_6" data-text="Priority" tabindex="-1">Priority</h3><table class="pricing-table">
+  <colgroup>
+    <col>
+    <col class="free-tier">
+    <col class="paid-tier">
+  </colgroup>
+  <thead>
+    <tr>
+      <th></th>
+      <th scope="col">Free Tier</th>
+      <th scope="col">Paid Tier, per 1M tokens in USD</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <td>Input price</td>
+      <td>Not available</td>
+      <td>$3.60, prompts <= 200k tokens<br>$7.20, prompts > 200k tokens</td>
+    </tr>
+    <tr>
+      <td>Output price (including thinking tokens)</td>
+      <td>Not available</td>
+      <td>$21.60, prompts <= 200k tokens<br>$32.40, prompts > 200k</td>
+    </tr>
+    <tr>
+      <td>Context caching price</td>
+      <td>Not available</td>
+      <td>$0.36, prompts <= 200k tokens<br>$0.72, prompts > 200k<br>$8.10 / 1,000,000 tokens per hour (storage price)</td>
+    </tr>
+    <tr>
+      <td>Grounding with Google Search<sup>*</sup></td>
+      <td>Not available<sup>**</sup></td>
+      <td>5,000 free search requests per month (shared across all Gemini 3.x models), then $14 per 1,000 requests.</td>
+    </tr>
+    <tr>
+      <td>Grounding with Google Maps</td>
+      <td>Not available<sup>**</sup></td>
+      <td>5,000 prompts per month (free, shared across Gemini 3), then $14 / 1,000 search queries</td>
+    </tr>
+    <tr>
+      <td>Used to improve our products</td>
+      <td><a href="/gemini-api/terms">Yes</a></td>
+      <td><a href="/gemini-api/terms">No</a></td>
+    </tr>
+  </tbody>
+</table></section>
+</devsite-selector></div>
+<p><sup>*</sup> A customer-submitted request to Gemini may result in one or more
+queries to Google Search. You will be charged for each individual search query
 performed.</p>
 
+<p><sup>**</sup> Can be tested in Google AI Studio.</p>
+
 <div class="models-section">
     <div class="heading-group">
         <h2 id="gemini-3.1-flash-image" data-text="Gemini 3.1 Flash Image (Nano Banana 2) 🍌" tabindex="-1">Gemini 3.1 Flash Image (Nano Banana 2) 🍌</h2>
-        <em><code translate="no" dir="ltr">gemini-3.1-flash-image</code></em>
+        <em><a href="/gemini-api/docs/models/gemini-3.1-flash-image"><code translate="no" dir="ltr">gemini-3.1-flash-image</code></a></em>
+    
     </div>
     <p>
         <a href="https://aistudio.google.com/prompts/new_chat?model=gemini-3.1-flash-image" class="button button-primary ais">Try it in Google AI Studio</a>
@@ -4635,7 +4939,7 @@ <h2 id="gemini-3.1-flash-image" data-text="Gemini 3.1 Flash Image (Nano Banana 2
 <p>Designed for speed and efficiency, the Gemini 3.1 Flash Image generation model is
 effective for quick, interactive responses and high throughput.</p>
 <div><devsite-selector data-ds-scope="code-sample">
-<section><h3 id="standard_8" data-text="Standard" tabindex="-1">Standard</h3><table class="pricing-table">
+<section><h3 id="standard_13" data-text="Standard" tabindex="-1">Standard</h3><table class="pricing-table">
   <colgroup>
     <col>
     <col class="free-tier">
@@ -4677,7 +4981,7 @@ <h2 id="gemini-3.1-flash-image" data-text="Gemini 3.1 Flash Image (Nano Banana 2
     </tr>
   </tbody>
 </table></section>
-<section><h3 id="batch_6" data-text="Batch" tabindex="-1">Batch</h3><table class="pricing-table">
+<section><h3 id="batch_7" data-text="Batch" tabindex="-1">Batch</h3><table class="pricing-table">
   <colgroup>
     <col>
     <col class="free-tier">
@@ -4732,7 +5036,8 @@ <h2 id="gemini-3.1-flash-image" data-text="Gemini 3.1 Flash Image (Nano Banana 2
 <div class="models-section">
     <div class="heading-group">
         <h2 id="gemini-3.1-flash-lite-image" data-text="Gemini 3.1 Flash Lite Image (Nano Banana 2 Lite) 🍌" tabindex="-1">Gemini 3.1 Flash Lite Image (Nano Banana 2 Lite) 🍌</h2>
-        <em><code translate="no" dir="ltr">gemini-3.1-flash-lite-image</code></em>
+        <em><a href="/gemini-api/docs/models/gemini-3.1-flash-lite-image"><code translate="no" dir="ltr">gemini-3.1-flash-lite-image</code></a></em>
+    
     </div>
     <p>
         <a href="https://aistudio.google.com/prompts/new_chat?model=gemini-3.1-flash-lite-image" class="button button-primary ais">Try it in Google AI Studio</a>
@@ -4743,7 +5048,7 @@ <h2 id="gemini-3.1-flash-lite-image" data-text="Gemini 3.1 Flash Lite Image (Nan
 Flash Lite Image model is designed for ultra-low latency and cost-effective image
 generation and editing.</p>
 <div><devsite-selector data-ds-scope="code-sample">
-<section><h3 id="standard_9" data-text="Standard" tabindex="-1">Standard</h3><table class="pricing-table">
+<section><h3 id="standard_14" data-text="Standard" tabindex="-1">Standard</h3><table class="pricing-table">
   <colgroup>
     <col>
     <col class="free-tier">
@@ -4777,7 +5082,7 @@ <h2 id="gemini-3.1-flash-lite-image" data-text="Gemini 3.1 Flash Lite Image (Nan
     </tr>
   </tbody>
 </table></section>
-<section><h3 id="batch_7" data-text="Batch" tabindex="-1">Batch</h3><table class="pricing-table">
+<section><h3 id="batch_8" data-text="Batch" tabindex="-1">Batch</h3><table class="pricing-table">
   <colgroup>
     <col>
     <col class="free-tier">
@@ -4817,7 +5122,8 @@ <h2 id="gemini-3.1-flash-lite-image" data-text="Gemini 3.1 Flash Lite Image (Nan
 <div class="models-section">
     <div class="heading-group">
         <h2 id="gemini-3.1-flash-tts-preview" data-text="Gemini 3.1 Flash TTS Preview" tabindex="-1">Gemini 3.1 Flash TTS Preview</h2>
-        <em><code translate="no" dir="ltr">gemini-3.1-flash-tts-preview</code></em>
+        <em><a href="/gemini-api/docs/models/gemini-3.1-flash-tts-preview"><code translate="no" dir="ltr">gemini-3.1-flash-tts-preview</code></a></em>
+    
     </div>
     <p>
         <a href="https://aistudio.google.com/prompts/new_chat?model=gemini-3.1-flash-tts-preview" class="button button-primary ais">Try it in Google AI Studio</a>
@@ -4826,11 +5132,8 @@ <h2 id="gemini-3.1-flash-tts-preview" data-text="Gemini 3.1 Flash TTS Preview" t
 
 <p>Our 3.1 Flash Text-to-Speech audio model optimized for price-performant,
 low-latency, controllable speech generation.</p>
-
-<p>Preview models may change before becoming stable and have more restrictive rate
-limits.</p>
 <div><devsite-selector data-ds-scope="code-sample">
-<section><h3 id="standard_10" data-text="Standard" tabindex="-1">Standard</h3><table class="pricing-table">
+<section><h3 id="standard_15" data-text="Standard" tabindex="-1">Standard</h3><table class="pricing-table">
   <colgroup>
     <col>
     <col class="free-tier">
@@ -4861,7 +5164,7 @@ <h2 id="gemini-3.1-flash-tts-preview" data-text="Gemini 3.1 Flash TTS Preview" t
     </tr>
   </tbody>
 </table></section>
-<section><h3 id="batch_8" data-text="Batch" tabindex="-1">Batch</h3><table class="pricing-table">
+<section><h3 id="batch_9" data-text="Batch" tabindex="-1">Batch</h3><table class="pricing-table">
   <colgroup>
     <col>
     <col class="free-tier">
@@ -4898,17 +5201,17 @@ <h2 id="gemini-3.1-flash-tts-preview" data-text="Gemini 3.1 Flash TTS Preview" t
 <div class="models-section">
     <div class="heading-group">
         <h2 id="gemini-3-flash-preview" data-text="Gemini 3 Flash Preview" tabindex="-1">Gemini 3 Flash Preview</h2>
-        <em><code translate="no" dir="ltr">gemini-3-flash-preview</code></em>
+        <em><a href="/gemini-api/docs/models/gemini-3-flash-preview"><code translate="no" dir="ltr">gemini-3-flash-preview</code></a></em>
+    
     </div>
     <p>
         <a href="https://aistudio.google.com?model=gemini-3-flash-preview" class="button button-primary ais">Try it in Google AI Studio</a>
     </p>
 </div>
 
-<p>Our most intelligent model built for speed, combining frontier intelligence with
-superior search and grounding.</p>
+<p>Our legacy Flash model, providing baseline speed and intelligence.</p>
 <div><devsite-selector data-ds-scope="code-sample">
-<section><h3 id="standard_11" data-text="Standard" tabindex="-1">Standard</h3><table class="pricing-table">
+<section><h3 id="standard_16" data-text="Standard" tabindex="-1">Standard</h3><table class="pricing-table">
   <colgroup>
     <col>
     <col class="free-tier">
@@ -4954,7 +5257,7 @@ <h2 id="gemini-3-flash-preview" data-text="Gemini 3 Flash Preview" tabindex="-1"
     </tr>
   </tbody>
 </table></section>
-<section><h3 id="batch_9" data-text="Batch" tabindex="-1">Batch</h3><table class="pricing-table">
+<section><h3 id="batch_10" data-text="Batch" tabindex="-1">Batch</h3><table class="pricing-table">
   <colgroup>
     <col>
     <col class="free-tier">
@@ -5004,7 +5307,7 @@ <h2 id="gemini-3-flash-preview" data-text="Gemini 3 Flash Preview" tabindex="-1"
     </tr>
   </tbody>
 </table></section>
-<section><h3 id="flex_6" data-text="Flex" tabindex="-1">Flex</h3><table class="pricing-table">
+<section><h3 id="flex_7" data-text="Flex" tabindex="-1">Flex</h3><table class="pricing-table">
   <colgroup>
     <col>
     <col class="free-tier">
@@ -5054,7 +5357,7 @@ <h2 id="gemini-3-flash-preview" data-text="Gemini 3 Flash Preview" tabindex="-1"
     </tr>
   </tbody>
 </table></section>
-<section><h3 id="priority_6" data-text="Priority" tabindex="-1">Priority</h3><table class="pricing-table">
+<section><h3 id="priority_7" data-text="Priority" tabindex="-1">Priority</h3><table class="pricing-table">
   <colgroup>
     <col>
     <col class="free-tier">
@@ -5110,7 +5413,8 @@ <h2 id="gemini-3-flash-preview" data-text="Gemini 3 Flash Preview" tabindex="-1"
 <div class="models-section">
     <div class="heading-group">
         <h2 id="gemini-3-pro-image" data-text="Gemini 3 Pro Image (Nano Banana Pro) 🍌" tabindex="-1">Gemini 3 Pro Image (Nano Banana Pro) 🍌</h2>
-        <em><code translate="no" dir="ltr">gemini-3-pro-image</code></em>
+        <em><a href="/gemini-api/docs/models/gemini-3-pro-image"><code translate="no" dir="ltr">gemini-3-pro-image</code></a></em>
+    
     </div>
     <p>
         <a href="https://aistudio.google.com/prompts/new_chat?model=gemini-3-pro-image" class="button button-primary ais">Try it in Google AI Studio</a>
@@ -5121,7 +5425,7 @@ <h2 id="gemini-3-pro-image" data-text="Gemini 3 Pro Image (Nano Banana Pro) 🍌
 contextual understanding. <strong>Text input and output</strong> is priced the same as
 <a href="#gemini-3.1-pro-preview">Gemini 3.1 Pro</a>.</p>
 <div><devsite-selector data-ds-scope="code-sample">
-<section><h3 id="standard_12" data-text="Standard" tabindex="-1">Standard</h3><table class="pricing-table">
+<section><h3 id="standard_17" data-text="Standard" tabindex="-1">Standard</h3><table class="pricing-table">
   <colgroup>
     <col>
     <col class="free-tier">
@@ -5162,7 +5466,7 @@ <h2 id="gemini-3-pro-image" data-text="Gemini 3 Pro Image (Nano Banana Pro) 🍌
     </tr>
   </tbody>
 </table></section>
-<section><h3 id="batch_10" data-text="Batch" tabindex="-1">Batch</h3><table class="pricing-table">
+<section><h3 id="batch_11" data-text="Batch" tabindex="-1">Batch</h3><table class="pricing-table">
   <colgroup>
     <col>
     <col class="free-tier">
@@ -5196,7 +5500,7 @@ <h2 id="gemini-3-pro-image" data-text="Gemini 3 Pro Image (Nano Banana Pro) 🍌
     </tr>
   </tbody>
 </table></section>
-<section><h3 id="flex_7" data-text="Flex" tabindex="-1">Flex</h3><table class="pricing-table">
+<section><h3 id="flex_8" data-text="Flex" tabindex="-1">Flex</h3><table class="pricing-table">
   <colgroup>
     <col>
     <col class="free-tier">
@@ -5230,7 +5534,7 @@ <h2 id="gemini-3-pro-image" data-text="Gemini 3 Pro Image (Nano Banana Pro) 🍌
     </tr>
   </tbody>
 </table></section>
-<section><h3 id="priority_7" data-text="Priority" tabindex="-1">Priority</h3><table class="pricing-table">
+<section><h3 id="priority_8" data-text="Priority" tabindex="-1">Priority</h3><table class="pricing-table">
   <colgroup>
     <col>
     <col class="free-tier">
@@ -5269,231 +5573,33 @@ <h2 id="gemini-3-pro-image" data-text="Gemini 3 Pro Image (Nano Banana Pro) 🍌
   </tbody>
 </table></section>
 </devsite-selector></div>
-<p><sup>*</sup> Image input is set at 560 tokens or $0.0011 per image.</p>
-
-<p><sup>**</sup> Image output is priced at $120 per 1,000,000 tokens. Output
-images from 1024x1024px (1K) and up to 2048x2048px (2K) consume 1120 tokens and
-are equivalent to $0.134 per image. Output images up to 4096x4096px (4K) consume
-2000 tokens and are equivalent to $0.24 per image.</p>
-
-<p><sup>***</sup> A customer-submitted request to Gemini may result in one or more
-queries to Google Search. You will be charged for each individual search query
-performed.</p>
-
-<p><sup>****</sup> Can be tested in Google AI Studio.</p>
-
-<div class="models-section">
-    <div class="heading-group">
-        <h2 id="gemini-2.5-pro" data-text="Gemini 2.5 Pro" tabindex="-1">Gemini 2.5 Pro</h2>
-        <em><code translate="no" dir="ltr">gemini-2.5-pro</code></em>
-    </div>
-    <p>
-        <a href="https://aistudio.google.com?model=gemini-2.5-pro" class="button button-primary ais">Try it in Google AI Studio</a>
-    </p>
-</div>
-
-<p>Our state-of-the-art multipurpose model, which excels at coding and complex
-reasoning tasks.</p>
-<div><devsite-selector data-ds-scope="code-sample">
-<section><h3 id="standard_13" data-text="Standard" tabindex="-1">Standard</h3><table class="pricing-table">
-  <colgroup>
-    <col>
-    <col class="free-tier">
-    <col class="paid-tier">
-  </colgroup>
-  <thead>
-    <tr>
-      <th></th>
-      <th scope="col">Free Tier</th>
-      <th scope="col">Paid Tier, per 1M tokens in USD</th>
-    </tr>
-  </thead>
-  <tbody>
-    <tr>
-      <td>Input price</td>
-      <td>Free of charge</td>
-      <td>$1.25, prompts <= 200k tokens<br>$2.50, prompts > 200k tokens</td>
-    </tr>
-    <tr>
-      <td>Output price (including thinking tokens)</td>
-      <td>Free of charge</td>
-      <td>$10.00, prompts <= 200k tokens<br>$15.00, prompts > 200k</td>
-    </tr>
-    <tr>
-      <td>Context caching price</td>
-      <td>Not available</td>
-      <td>$0.125, prompts <= 200k tokens<br>$0.25, prompts > 200k<br>$4.50 / 1,000,000 tokens per hour (storage price)</td>
-    </tr>
-    <tr>
-      <td>Grounding with Google Search</td>
-      <td>Not available</td>
-      <td>1,500 RPD (free), then $35 / 1,000 grounded prompts</td>
-    </tr>
-    <tr>
-      <td>Grounding with Google Maps</td>
-      <td>Not available</td>
-      <td>10,000 RPD (free), then $25 / 1,000 grounded prompts</td>
-    </tr>
-    <tr>
-      <td>Used to improve our products</td>
-      <td><a href="/gemini-api/terms">Yes</a></td>
-      <td><a href="/gemini-api/terms">No</a></td>
-    </tr>
-  </tbody>
-</table></section>
-<section><h3 id="batch_11" data-text="Batch" tabindex="-1">Batch</h3><table class="pricing-table">
-  <colgroup>
-    <col>
-    <col class="free-tier">
-    <col class="paid-tier">
-  </colgroup>
-  <thead>
-    <tr>
-      <th></th>
-      <th scope="col">Free Tier</th>
-      <th scope="col">Paid Tier, per 1M tokens in USD</th>
-    </tr>
-  </thead>
-  <tbody>
-    <tr>
-      <td>Input price</td>
-      <td>Not available</td>
-      <td>$0.625, prompts <= 200k tokens<br>$1.25, prompts > 200k tokens</td>
-    </tr>
-    <tr>
-      <td>Output price (including thinking tokens)</td>
-      <td>Not available</td>
-      <td>$5.00, prompts <= 200k tokens<br>$7.50, prompts > 200k</td>
-    </tr>
-    <tr>
-      <td>Context caching price</td>
-      <td>Not available</td>
-      <td>$0.125, prompts <= 200k tokens<br>$0.25, prompts > 200k<br>$4.50 / 1,000,000 tokens per hour (storage price)</td>
-    </tr>
-    <tr>
-      <td>Grounding with Google Search</td>
-      <td>Not available</td>
-      <td>1,500 RPD (free), then $35 / 1,000 grounded prompts</td>
-    </tr>
-    <tr>
-      <td>Grounding with Google Maps</td>
-      <td>Not available</td>
-      <td>Not available</td>
-    </tr>
-    <tr>
-      <td>Used to improve our products</td>
-      <td><a href="/gemini-api/terms">Yes</a></td>
-      <td><a href="/gemini-api/terms">No</a></td>
-    </tr>
-  </tbody>
-</table></section>
-<section><h3 id="flex_8" data-text="Flex" tabindex="-1">Flex</h3><table class="pricing-table">
-  <colgroup>
-    <col>
-    <col class="free-tier">
-    <col class="paid-tier">
-  </colgroup>
-  <thead>
-    <tr>
-      <th></th>
-      <th scope="col">Free Tier</th>
-      <th scope="col">Paid Tier, per 1M tokens in USD</th>
-    </tr>
-  </thead>
-  <tbody>
-    <tr>
-      <td>Input price</td>
-      <td>Not available</td>
-      <td>$0.625, prompts <= 200k tokens<br>$1.25, prompts > 200k tokens</td>
-    </tr>
-    <tr>
-      <td>Output price (including thinking tokens)</td>
-      <td>Not available</td>
-      <td>$5.00, prompts <= 200k tokens<br>$7.50, prompts > 200k</td>
-    </tr>
-    <tr>
-      <td>Context caching price</td>
-      <td>Not available</td>
-      <td>$0.125, prompts <= 200k tokens<br>$0.25, prompts > 200k<br>$4.50 / 1,000,000 tokens per hour (storage price)</td>
-    </tr>
-    <tr>
-      <td>Grounding with Google Search</td>
-      <td>Not available</td>
-      <td>1,500 RPD (free), then $35 / 1,000 grounded prompts</td>
-    </tr>
-    <tr>
-      <td>Grounding with Google Maps</td>
-      <td>Not available</td>
-      <td>Not available</td>
-    </tr>
-    <tr>
-      <td>Used to improve our products</td>
-      <td><a href="/gemini-api/terms">Yes</a></td>
-      <td><a href="/gemini-api/terms">No</a></td>
-    </tr>
-  </tbody>
-</table></section>
-<section><h3 id="priority_8" data-text="Priority" tabindex="-1">Priority</h3><table class="pricing-table">
-  <colgroup>
-    <col>
-    <col class="free-tier">
-    <col class="paid-tier">
-  </colgroup>
-  <thead>
-    <tr>
-      <th></th>
-      <th scope="col">Free Tier</th>
-      <th scope="col">Paid Tier, per 1M tokens in USD</th>
-    </tr>
-  </thead>
-  <tbody>
-    <tr>
-      <td>Input price</td>
-      <td>Free of charge</td>
-      <td>$2.25, prompts <= 200k tokens<br>$4.50, prompts > 200k tokens</td>
-    </tr>
-    <tr>
-      <td>Output price (including thinking tokens)</td>
-      <td>Free of charge</td>
-      <td>$18.00, prompts <= 200k tokens<br>$27.00, prompts > 200k</td>
-    </tr>
-    <tr>
-      <td>Context caching price</td>
-      <td>Not available</td>
-      <td>$0.225, prompts <= 200k tokens<br>$0.45, prompts > 200k<br>$8.10 / 1,000,000 tokens per hour (storage price)</td>
-    </tr>
-    <tr>
-      <td>Grounding with Google Search</td>
-      <td>Not available</td>
-      <td>1,500 RPD (free), then $35 / 1,000 grounded prompts</td>
-    </tr>
-    <tr>
-      <td>Grounding with Google Maps</td>
-      <td>Not available</td>
-      <td>10,000 RPD (free), then $25 / 1,000 grounded prompts</td>
-    </tr>
-    <tr>
-      <td>Used to improve our products</td>
-      <td><a href="/gemini-api/terms">Yes</a></td>
-      <td><a href="/gemini-api/terms">No</a></td>
-    </tr>
-  </tbody>
-</table></section>
-</devsite-selector></div>
+<p><sup>*</sup> Image input is set at 560 tokens or $0.0011 per image.</p>
+
+<p><sup>**</sup> Image output is priced at $120 per 1,000,000 tokens. Output
+images from 1024x1024px (1K) and up to 2048x2048px (2K) consume 1120 tokens and
+are equivalent to $0.134 per image. Output images up to 4096x4096px (4K) consume
+2000 tokens and are equivalent to $0.24 per image.</p>
+
+<p><sup>***</sup> A customer-submitted request to Gemini may result in one or more
+queries to Google Search. You will be charged for each individual search query
+performed.</p>
+
+<p><sup>****</sup> Can be tested in Google AI Studio.</p>
+
 <div class="models-section">
     <div class="heading-group">
-        <h2 id="gemini-2.5-flash" data-text="Gemini 2.5 Flash" tabindex="-1">Gemini 2.5 Flash</h2>
-        <em><code translate="no" dir="ltr">gemini-2.5-flash</code></em>
+        <h2 id="gemini-2.5-pro" data-text="Gemini 2.5 Pro" tabindex="-1">Gemini 2.5 Pro</h2>
+        <em><a href="/gemini-api/docs/models/gemini-2.5-pro"><code translate="no" dir="ltr">gemini-2.5-pro</code></a></em>
+    
     </div>
     <p>
-        <a href="https://aistudio.google.com?model=gemini-2.5-flash" class="button button-primary ais">Try it in Google AI Studio</a>
+        <a href="https://aistudio.google.com?model=gemini-2.5-pro" class="button button-primary ais">Try it in Google AI Studio</a>
     </p>
 </div>
 
-<p>Our first hybrid reasoning model which supports a 1M token context window and
-has thinking budgets.</p>
+<p>A Pro model which excels at coding and complex reasoning tasks.</p>
 <div><devsite-selector data-ds-scope="code-sample">
-<section><h3 id="standard_14" data-text="Standard" tabindex="-1">Standard</h3><table class="pricing-table">
+<section><h3 id="standard_18" data-text="Standard" tabindex="-1">Standard</h3><table class="pricing-table">
   <colgroup>
     <col>
     <col class="free-tier">
@@ -5510,27 +5616,27 @@ <h2 id="gemini-2.5-flash" data-text="Gemini 2.5 Flash" tabindex="-1">Gemini 2.5
     <tr>
       <td>Input price</td>
       <td>Free of charge</td>
-      <td>$0.30 (text / image / video)<br>$1.00 (audio)</td>
+      <td>$1.25, prompts <= 200k tokens<br>$2.50, prompts > 200k tokens</td>
     </tr>
     <tr>
       <td>Output price (including thinking tokens)</td>
       <td>Free of charge</td>
-      <td>$2.50</td>
+      <td>$10.00, prompts <= 200k tokens<br>$15.00, prompts > 200k</td>
     </tr>
     <tr>
       <td>Context caching price</td>
       <td>Not available</td>
-      <td>$0.03 (text / image / video)<br>$0.1 (audio)<br>$1.00 / 1,000,000 tokens per hour (storage price)</td>
+      <td>$0.125, prompts <= 200k tokens<br>$0.25, prompts > 200k<br>$4.50 / 1,000,000 tokens per hour (storage price)</td>
     </tr>
     <tr>
       <td>Grounding with Google Search</td>
-      <td>Free of charge, up to 500 RPD (limit shared with Flash-Lite RPD)</td>
-      <td>1,500 RPD (free, limit shared with Flash-Lite RPD), then $35 / 1,000 grounded prompts</td>
+      <td>Not available</td>
+      <td>1,500 RPD (free), then $35 / 1,000 grounded prompts</td>
     </tr>
     <tr>
       <td>Grounding with Google Maps</td>
-      <td>500 RPD</td>
-      <td>1,500 RPD (free), then $25 / 1,000 grounded prompts</td>
+      <td>Not available</td>
+      <td>10,000 RPD (free), then $25 / 1,000 grounded prompts</td>
     </tr>
     <tr>
       <td>Used to improve our products</td>
@@ -5556,22 +5662,22 @@ <h2 id="gemini-2.5-flash" data-text="Gemini 2.5 Flash" tabindex="-1">Gemini 2.5
     <tr>
       <td>Input price</td>
       <td>Not available</td>
-      <td>$0.15 (text / image / video)<br>$0.50 (audio)</td>
+      <td>$0.625, prompts <= 200k tokens<br>$1.25, prompts > 200k tokens</td>
     </tr>
     <tr>
       <td>Output price (including thinking tokens)</td>
       <td>Not available</td>
-      <td>$1.25</td>
+      <td>$5.00, prompts <= 200k tokens<br>$7.50, prompts > 200k</td>
     </tr>
     <tr>
       <td>Context caching price</td>
       <td>Not available</td>
-      <td>$0.03 (text / image / video)<br>$0.1 (audio)<br>$1.00 / 1,000,000 tokens per hour (storage price)</td>
+      <td>$0.125, prompts <= 200k tokens<br>$0.25, prompts > 200k<br>$4.50 / 1,000,000 tokens per hour (storage price)</td>
     </tr>
     <tr>
       <td>Grounding with Google Search</td>
       <td>Not available</td>
-      <td>1,500 RPD (free, limit shared with Flash-Lite RPD), then $35 / 1,000 grounded prompts</td>
+      <td>1,500 RPD (free), then $35 / 1,000 grounded prompts</td>
     </tr>
     <tr>
       <td>Grounding with Google Maps</td>
@@ -5602,22 +5708,22 @@ <h2 id="gemini-2.5-flash" data-text="Gemini 2.5 Flash" tabindex="-1">Gemini 2.5
     <tr>
       <td>Input price</td>
       <td>Not available</td>
-      <td>$0.15 (text / image / video)<br>$0.50 (audio)</td>
+      <td>$0.625, prompts <= 200k tokens<br>$1.25, prompts > 200k tokens</td>
     </tr>
     <tr>
       <td>Output price (including thinking tokens)</td>
       <td>Not available</td>
-      <td>$1.25</td>
+      <td>$5.00, prompts <= 200k tokens<br>$7.50, prompts > 200k</td>
     </tr>
     <tr>
       <td>Context caching price</td>
       <td>Not available</td>
-      <td>$0.03 (text / image / video)<br>$0.1 (audio)<br>$1.00 / 1,000,000 tokens per hour (storage price)</td>
+      <td>$0.125, prompts <= 200k tokens<br>$0.25, prompts > 200k<br>$4.50 / 1,000,000 tokens per hour (storage price)</td>
     </tr>
     <tr>
       <td>Grounding with Google Search</td>
       <td>Not available</td>
-      <td>1,500 RPD (free, limit shared with Flash-Lite RPD), then $35 / 1,000 grounded prompts</td>
+      <td>1,500 RPD (free), then $35 / 1,000 grounded prompts</td>
     </tr>
     <tr>
       <td>Grounding with Google Maps</td>
@@ -5648,27 +5754,27 @@ <h2 id="gemini-2.5-flash" data-text="Gemini 2.5 Flash" tabindex="-1">Gemini 2.5
     <tr>
       <td>Input price</td>
       <td>Free of charge</td>
-      <td>$0.54 (text / image / video)<br>$1.80 (audio)</td>
+      <td>$2.25, prompts <= 200k tokens<br>$4.50, prompts > 200k tokens</td>
     </tr>
     <tr>
       <td>Output price (including thinking tokens)</td>
       <td>Free of charge</td>
-      <td>$4.50</td>
+      <td>$18.00, prompts <= 200k tokens<br>$27.00, prompts > 200k</td>
     </tr>
     <tr>
       <td>Context caching price</td>
       <td>Not available</td>
-      <td>$0.054 (text / image / video)<br>$0.18 (audio)<br>$1.80 / 1,000,000 tokens per hour (storage price)</td>
+      <td>$0.225, prompts <= 200k tokens<br>$0.45, prompts > 200k<br>$8.10 / 1,000,000 tokens per hour (storage price)</td>
     </tr>
     <tr>
       <td>Grounding with Google Search</td>
-      <td>Free of charge, up to 500 RPD (limit shared with Flash-Lite RPD)</td>
-      <td>1,500 RPD (free, limit shared with Flash-Lite RPD), then $35 / 1,000 grounded prompts</td>
+      <td>Not available</td>
+      <td>1,500 RPD (free), then $35 / 1,000 grounded prompts</td>
     </tr>
     <tr>
       <td>Grounding with Google Maps</td>
-      <td>500 RPD</td>
-      <td>1,500 RPD (free), then $25 / 1,000 grounded prompts</td>
+      <td>Not available</td>
+      <td>10,000 RPD (free), then $25 / 1,000 grounded prompts</td>
     </tr>
     <tr>
       <td>Used to improve our products</td>
@@ -5680,17 +5786,19 @@ <h2 id="gemini-2.5-flash" data-text="Gemini 2.5 Flash" tabindex="-1">Gemini 2.5
 </devsite-selector></div>
 <div class="models-section">
     <div class="heading-group">
-        <h2 id="gemini-2.5-flash-lite" data-text="Gemini 2.5 Flash-Lite" tabindex="-1">Gemini 2.5 Flash-Lite</h2>
-        <em><code translate="no" dir="ltr">gemini-2.5-flash-lite</code></em>
+        <h2 id="gemini-2.5-flash" data-text="Gemini 2.5 Flash" tabindex="-1">Gemini 2.5 Flash</h2>
+        <em><a href="/gemini-api/docs/models/gemini-2.5-flash"><code translate="no" dir="ltr">gemini-2.5-flash</code></a></em>
+    
     </div>
     <p>
-        <a href="https://aistudio.google.com?model=gemini-2.5-flash-lite" class="button button-primary ais">Try it in Google AI Studio</a>
+        <a href="https://aistudio.google.com?model=gemini-2.5-flash" class="button button-primary ais">Try it in Google AI Studio</a>
     </p>
 </div>
 
-<p>Our smallest and most cost effective model, built for at scale usage.</p>
+<p>Our first hybrid reasoning model which supports a 1M token context window and
+has thinking budgets.</p>
 <div><devsite-selector data-ds-scope="code-sample">
-<section><h3 id="standard_15" data-text="Standard" tabindex="-1">Standard</h3><table class="pricing-table">
+<section><h3 id="standard_19" data-text="Standard" tabindex="-1">Standard</h3><table class="pricing-table">
   <colgroup>
     <col>
     <col class="free-tier">
@@ -5705,24 +5813,24 @@ <h2 id="gemini-2.5-flash-lite" data-text="Gemini 2.5 Flash-Lite" tabindex="-1">G
   </thead>
   <tbody>
     <tr>
-      <td>Input price (text, image, video)</td>
+      <td>Input price</td>
       <td>Free of charge</td>
-      <td>$0.10 (text / image / video)<br>$0.30 (audio)</td>
+      <td>$0.30 (text / image / video)<br>$1.00 (audio)</td>
     </tr>
     <tr>
       <td>Output price (including thinking tokens)</td>
       <td>Free of charge</td>
-      <td>$0.40</td>
+      <td>$2.50</td>
     </tr>
     <tr>
       <td>Context caching price</td>
       <td>Not available</td>
-      <td>$0.01 (text / image / video)<br>$0.03 (audio)<br>$1.00 / 1,000,000 tokens per hour (storage price)</td>
+      <td>$0.03 (text / image / video)<br>$0.1 (audio)<br>$1.00 / 1,000,000 tokens per hour (storage price)</td>
     </tr>
     <tr>
       <td>Grounding with Google Search</td>
-      <td>Free of charge, up to 500 RPD (limit shared with Flash RPD)</td>
-      <td>1,500 RPD (free, limit shared with Flash RPD), then $35 / 1,000 grounded prompts</td>
+      <td>Free of charge, up to 500 RPD (limit shared with Flash-Lite RPD)</td>
+      <td>1,500 RPD (free, limit shared with Flash-Lite RPD), then $35 / 1,000 grounded prompts</td>
     </tr>
     <tr>
       <td>Grounding with Google Maps</td>
@@ -5751,24 +5859,24 @@ <h2 id="gemini-2.5-flash-lite" data-text="Gemini 2.5 Flash-Lite" tabindex="-1">G
   </thead>
   <tbody>
     <tr>
-      <td>Input price (text, image, video)</td>
+      <td>Input price</td>
       <td>Not available</td>
-      <td>$0.05 (text / image / video)<br>$0.15 (audio)</td>
+      <td>$0.15 (text / image / video)<br>$0.50 (audio)</td>
     </tr>
     <tr>
       <td>Output price (including thinking tokens)</td>
       <td>Not available</td>
-      <td>$0.20</td>
+      <td>$1.25</td>
     </tr>
     <tr>
       <td>Context caching price</td>
       <td>Not available</td>
-      <td>$0.01 (text / image / video)<br>$0.03 (audio)<br>$1.00 / 1,000,000 tokens per hour (storage price)</td>
+      <td>$0.03 (text / image / video)<br>$0.1 (audio)<br>$1.00 / 1,000,000 tokens per hour (storage price)</td>
     </tr>
     <tr>
       <td>Grounding with Google Search</td>
       <td>Not available</td>
-      <td>1,500 RPD (free, limit shared with Flash RPD), then $35 / 1,000 grounded prompts</td>
+      <td>1,500 RPD (free, limit shared with Flash-Lite RPD), then $35 / 1,000 grounded prompts</td>
     </tr>
     <tr>
       <td>Grounding with Google Maps</td>
@@ -5797,24 +5905,24 @@ <h2 id="gemini-2.5-flash-lite" data-text="Gemini 2.5 Flash-Lite" tabindex="-1">G
   </thead>
   <tbody>
     <tr>
-      <td>Input price (text, image, video)</td>
+      <td>Input price</td>
       <td>Not available</td>
-      <td>$0.05 (text / image / video)<br>$0.15 (audio)</td>
+      <td>$0.15 (text / image / video)<br>$0.50 (audio)</td>
     </tr>
     <tr>
       <td>Output price (including thinking tokens)</td>
       <td>Not available</td>
-      <td>$0.20</td>
+      <td>$1.25</td>
     </tr>
     <tr>
       <td>Context caching price</td>
       <td>Not available</td>
-      <td>$0.01 (text / image / video)<br>$0.03 (audio)<br>$1.00 / 1,000,000 tokens per hour (storage price)</td>
+      <td>$0.03 (text / image / video)<br>$0.1 (audio)<br>$1.00 / 1,000,000 tokens per hour (storage price)</td>
     </tr>
     <tr>
       <td>Grounding with Google Search</td>
       <td>Not available</td>
-      <td>1,500 RPD (free, limit shared with Flash RPD), then $35 / 1,000 grounded prompts</td>
+      <td>1,500 RPD (free, limit shared with Flash-Lite RPD), then $35 / 1,000 grounded prompts</td>
     </tr>
     <tr>
       <td>Grounding with Google Maps</td>
@@ -5843,24 +5951,24 @@ <h2 id="gemini-2.5-flash-lite" data-text="Gemini 2.5 Flash-Lite" tabindex="-1">G
   </thead>
   <tbody>
     <tr>
-      <td>Input price (text, image, video)</td>
+      <td>Input price</td>
       <td>Free of charge</td>
-      <td>$0.18 (text / image / video)<br>$0.54 (audio)</td>
+      <td>$0.54 (text / image / video)<br>$1.80 (audio)</td>
     </tr>
     <tr>
       <td>Output price (including thinking tokens)</td>
       <td>Free of charge</td>
-      <td>$0.72</td>
+      <td>$4.50</td>
     </tr>
     <tr>
       <td>Context caching price</td>
       <td>Not available</td>
-      <td>$0.018 (text / image / video)<br>$0.054 (audio)<br>$1.80 / 1,000,000 tokens per hour (storage price)</td>
+      <td>$0.054 (text / image / video)<br>$0.18 (audio)<br>$1.80 / 1,000,000 tokens per hour (storage price)</td>
     </tr>
     <tr>
       <td>Grounding with Google Search</td>
-      <td>Free of charge, up to 500 RPD (limit shared with Flash RPD)</td>
-      <td>1,500 RPD (free, limit shared with Flash RPD), then $35 / 1,000 grounded prompts</td>
+      <td>Free of charge, up to 500 RPD (limit shared with Flash-Lite RPD)</td>
+      <td>1,500 RPD (free, limit shared with Flash-Lite RPD), then $35 / 1,000 grounded prompts</td>
     </tr>
     <tr>
       <td>Grounding with Google Maps</td>
@@ -5877,18 +5985,18 @@ <h2 id="gemini-2.5-flash-lite" data-text="Gemini 2.5 Flash-Lite" tabindex="-1">G
 </devsite-selector></div>
 <div class="models-section">
     <div class="heading-group">
-        <h2 id="gemini-2.5-flash-lite-preview" data-text="Gemini 2.5 Flash-Lite Preview" tabindex="-1">Gemini 2.5 Flash-Lite Preview</h2>
-        <em><code translate="no" dir="ltr">gemini-2.5-flash-lite-preview-09-2025</code></em>
+        <h2 id="gemini-2.5-flash-lite" data-text="Gemini 2.5 Flash-Lite" tabindex="-1">Gemini 2.5 Flash-Lite</h2>
+        <em><a href="/gemini-api/docs/models/gemini-2.5-flash-lite"><code translate="no" dir="ltr">gemini-2.5-flash-lite</code></a></em>
+    
     </div>
     <p>
-        <a href="https://aistudio.google.com?model=gemini-2.5-flash-lite-preview-09-2025" class="button button-primary ais">Try it in Google AI Studio</a>
+        <a href="https://aistudio.google.com?model=gemini-2.5-flash-lite" class="button button-primary ais">Try it in Google AI Studio</a>
     </p>
 </div>
 
-<p>The latest model based on Gemini 2.5 Flash lite optimized for cost-efficiency,
-high throughput and high quality.</p>
+<p>A small and cost effective model, built for at scale usage.</p>
 <div><devsite-selector data-ds-scope="code-sample">
-<section><h3 id="standard_16" data-text="Standard" tabindex="-1">Standard</h3><table class="pricing-table">
+<section><h3 id="standard_20" data-text="Standard" tabindex="-1">Standard</h3><table class="pricing-table">
   <colgroup>
     <col>
     <col class="free-tier">
@@ -5923,143 +6031,9 @@ <h2 id="gemini-2.5-flash-lite-preview" data-text="Gemini 2.5 Flash-Lite Preview"
       <td>1,500 RPD (free, limit shared with Flash RPD), then $35 / 1,000 grounded prompts</td>
     </tr>
     <tr>
-      <td>Used to improve our products</td>
-      <td><a href="/gemini-api/terms">Yes</a></td>
-      <td><a href="/gemini-api/terms">No</a></td>
-    </tr>
-  </tbody>
-</table></section>
-<section><h3 id="batch_14" data-text="Batch" tabindex="-1">Batch</h3><table class="pricing-table">
-  <colgroup>
-    <col>
-    <col class="free-tier">
-    <col class="paid-tier">
-  </colgroup>
-  <thead>
-    <tr>
-      <th></th>
-      <th scope="col">Free Tier</th>
-      <th scope="col">Paid Tier, per 1M tokens in USD</th>
-    </tr>
-  </thead>
-  <tbody>
-    <tr>
-      <td>Input price (text, image, video)</td>
-      <td>Not available</td>
-      <td>$0.05 (text / image / video)<br>$0.15 (audio)</td>
-    </tr>
-    <tr>
-      <td>Output price (including thinking tokens)</td>
-      <td>Not available</td>
-      <td>$0.20</td>
-    </tr>
-    <tr>
-      <td>Context caching price</td>
-      <td>Not available</td>
-      <td>$0.01 (text / image / video)<br>$0.03 (audio)<br>$1.00 / 1,000,000 tokens per hour (storage price)</td>
-    </tr>
-    <tr>
-      <td>Grounding with Google Search</td>
-      <td>Not available</td>
-      <td>1,500 RPD (free, limit shared with Flash RPD), then $35 / 1,000 grounded prompts</td>
-    </tr>
-    <tr>
-      <td>Used to improve our products</td>
-      <td><a href="/gemini-api/terms">Yes</a></td>
-      <td><a href="/gemini-api/terms">No</a></td>
-    </tr>
-  </tbody>
-</table></section>
-</devsite-selector></div>
-<div class="models-section">
-    <div class="heading-group">
-        <h2 id="gemini-2.5-flash-native-audio" data-text="Gemini 2.5 Flash Native Audio (Live API)" tabindex="-1">Gemini 2.5 Flash Native Audio (Live API)</h2>
-        <em><code translate="no" dir="ltr">gemini-2.5-flash-native-audio-preview-12-2025</code></em>
-    </div>
-    <p>
-        <a href="https://aistudio.google.com/app/live#gemini-2.5-flash-native-audio-preview-12-2025" class="button button-primary ais">Try it in Google AI Studio</a>
-    </p>
-</div>
-
-<p>Our <a href="/gemini-api/docs/live">Live API</a> native audio models optimized for higher
-quality audio outputs with better pacing, voice naturalness, verbosity, and
-mood.</p>
-
-<p>Preview models may change before becoming stable and have more restrictive rate
-limits.</p>
-
-<table class="pricing-table">
-  <colgroup>
-    <col>
-    <col class="free-tier">
-    <col class="paid-tier">
-  </colgroup>
-  <thead>
-    <tr>
-      <th></th>
-      <th scope="col">Free Tier</th>
-      <th scope="col">Paid Tier, per 1M tokens in USD</th>
-    </tr>
-  </thead>
-  <tbody>
-    <tr>
-      <td>Input price</td>
-      <td>Free of charge</td>
-      <td>$0.50 (text)<br>$3.00 (audio / video)</td>
-    </tr>
-    <tr>
-      <td>Output price (including thinking tokens)</td>
-      <td>Free of charge</td>
-      <td>$2.00 (text)<br>$12.00 (audio)</td>
-    </tr>
-    <tr>
-      <td>Used to improve our products</td>
-      <td><a href="/gemini-api/terms">Yes</a></td>
-      <td><a href="/gemini-api/terms">No</a></td>
-    </tr>
-  </tbody>
-</table>
-
-<div class="models-section">
-    <div class="heading-group">
-        <h2 id="gemini-2.5-flash-image" data-text="Gemini 2.5 Flash Image (Nano Banana) 🍌" tabindex="-1">Gemini 2.5 Flash Image (Nano Banana) 🍌</h2>
-        <em><code translate="no" dir="ltr">gemini-2.5-flash-image</code></em>
-    </div>
-    <p>
-        <a href="https://aistudio.google.com?model=gemini-2.5-flash-image" class="button button-primary ais">Try it in Google AI Studio</a>
-    </p>
-</div>
-
-<p>Our native image generation model, optimized for speed, flexibility, and
-contextual understanding. Text input and output is priced the same as
-<a href="#gemini-2.5-flash">2.5 Flash</a>.</p>
-
-<p>Preview models may change before becoming stable and have more restrictive rate
-limits.</p>
-<div><devsite-selector data-ds-scope="code-sample">
-<section><h3 id="standard_17" data-text="Standard" tabindex="-1">Standard</h3><table class="pricing-table">
-  <colgroup>
-    <col>
-    <col class="free-tier">
-    <col class="paid-tier">
-  </colgroup>
-  <thead>
-    <tr>
-      <th></th>
-      <th scope="col">Free Tier</th>
-      <th scope="col">Paid Tier, per 1M tokens in USD</th>
-    </tr>
-  </thead>
-  <tbody>
-    <tr>
-      <td>Input price</td>
-      <td>Not available</td>
-      <td>$0.30 (text / image)</td>
-    </tr>
-    <tr>
-      <td>Output price</td>
-      <td>Not available</td>
-      <td>$0.039 per image*</td>
+      <td>Grounding with Google Maps</td>
+      <td>500 RPD</td>
+      <td>1,500 RPD (free), then $25 / 1,000 grounded prompts</td>
     </tr>
     <tr>
       <td>Used to improve our products</td>
@@ -6068,7 +6042,7 @@ <h2 id="gemini-2.5-flash-image" data-text="Gemini 2.5 Flash Image (Nano Banana)
     </tr>
   </tbody>
 </table></section>
-<section><h3 id="batch_15" data-text="Batch" tabindex="-1">Batch</h3><table class="pricing-table">
+<section><h3 id="batch_14" data-text="Batch" tabindex="-1">Batch</h3><table class="pricing-table">
   <colgroup>
     <col>
     <col class="free-tier">
@@ -6083,14 +6057,29 @@ <h2 id="gemini-2.5-flash-image" data-text="Gemini 2.5 Flash Image (Nano Banana)
   </thead>
   <tbody>
     <tr>
-      <td>Input price</td>
+      <td>Input price (text, image, video)</td>
       <td>Not available</td>
-      <td>$0.15 (text / image)</td>
+      <td>$0.05 (text / image / video)<br>$0.15 (audio)</td>
     </tr>
     <tr>
-      <td>Output price</td>
+      <td>Output price (including thinking tokens)</td>
+      <td>Not available</td>
+      <td>$0.20</td>
+    </tr>
+    <tr>
+      <td>Context caching price</td>
+      <td>Not available</td>
+      <td>$0.01 (text / image / video)<br>$0.03 (audio)<br>$1.00 / 1,000,000 tokens per hour (storage price)</td>
+    </tr>
+    <tr>
+      <td>Grounding with Google Search</td>
+      <td>Not available</td>
+      <td>1,500 RPD (free, limit shared with Flash RPD), then $35 / 1,000 grounded prompts</td>
+    </tr>
+    <tr>
+      <td>Grounding with Google Maps</td>
+      <td>Not available</td>
       <td>Not available</td>
-      <td>$0.0195 per image*</td>
     </tr>
     <tr>
       <td>Used to improve our products</td>
@@ -6114,14 +6103,29 @@ <h2 id="gemini-2.5-flash-image" data-text="Gemini 2.5 Flash Image (Nano Banana)
   </thead>
   <tbody>
     <tr>
-      <td>Input price</td>
+      <td>Input price (text, image, video)</td>
       <td>Not available</td>
-      <td>$0.15 (text / image)</td>
+      <td>$0.05 (text / image / video)<br>$0.15 (audio)</td>
     </tr>
     <tr>
-      <td>Output price</td>
+      <td>Output price (including thinking tokens)</td>
+      <td>Not available</td>
+      <td>$0.20</td>
+    </tr>
+    <tr>
+      <td>Context caching price</td>
+      <td>Not available</td>
+      <td>$0.01 (text / image / video)<br>$0.03 (audio)<br>$1.00 / 1,000,000 tokens per hour (storage price)</td>
+    </tr>
+    <tr>
+      <td>Grounding with Google Search</td>
+      <td>Not available</td>
+      <td>1,500 RPD (free, limit shared with Flash RPD), then $35 / 1,000 grounded prompts</td>
+    </tr>
+    <tr>
+      <td>Grounding with Google Maps</td>
+      <td>Not available</td>
       <td>Not available</td>
-      <td>$0.0195 per image*</td>
     </tr>
     <tr>
       <td>Used to improve our products</td>
@@ -6145,14 +6149,29 @@ <h2 id="gemini-2.5-flash-image" data-text="Gemini 2.5 Flash Image (Nano Banana)
   </thead>
   <tbody>
     <tr>
-      <td>Input price</td>
-      <td>Not available</td>
-      <td>$0.54 (text / image)</td>
+      <td>Input price (text, image, video)</td>
+      <td>Free of charge</td>
+      <td>$0.18 (text / image / video)<br>$0.54 (audio)</td>
     </tr>
     <tr>
-      <td>Output price</td>
+      <td>Output price (including thinking tokens)</td>
+      <td>Free of charge</td>
+      <td>$0.72</td>
+    </tr>
+    <tr>
+      <td>Context caching price</td>
       <td>Not available</td>
-      <td>$0.0702 per image*</td>
+      <td>$0.018 (text / image / video)<br>$0.054 (audio)<br>$1.80 / 1,000,000 tokens per hour (storage price)</td>
+    </tr>
+    <tr>
+      <td>Grounding with Google Search</td>
+      <td>Free of charge, up to 500 RPD (limit shared with Flash RPD)</td>
+      <td>1,500 RPD (free, limit shared with Flash RPD), then $35 / 1,000 grounded prompts</td>
+    </tr>
+    <tr>
+      <td>Grounding with Google Maps</td>
+      <td>500 RPD</td>
+      <td>1,500 RPD (free), then $25 / 1,000 grounded prompts</td>
     </tr>
     <tr>
       <td>Used to improve our products</td>
@@ -6162,26 +6181,22 @@ <h2 id="gemini-2.5-flash-image" data-text="Gemini 2.5 Flash Image (Nano Banana)
   </tbody>
 </table></section>
 </devsite-selector></div>
-<p>[*] Image output is priced at $30 per 1,000,000 tokens. Output images up to
-1024x1024px consume 1290 tokens and are equivalent to $0.039 per image.</p>
-
 <div class="models-section">
     <div class="heading-group">
-        <h2 id="gemini-2.5-flash-preview-tts" data-text="Gemini 2.5 Flash Preview TTS" tabindex="-1">Gemini 2.5 Flash Preview TTS</h2>
-        <em><code translate="no" dir="ltr">gemini-2.5-flash-preview-tts</code></em>
+        <h2 id="gemini-2.5-flash-native-audio" data-text="Gemini 2.5 Flash Native Audio (Live API)" tabindex="-1">Gemini 2.5 Flash Native Audio (Live API)</h2>
+        <em><a href="/gemini-api/docs/models/gemini-2.5-flash-native-audio-preview-12-2025"><code translate="no" dir="ltr">gemini-2.5-flash-native-audio-preview-12-2025</code></a></em>
+    
     </div>
     <p>
-        <a href="https://aistudio.google.com/generate-speech" class="button button-primary ais">Try it in Google AI Studio</a>
+        <a href="https://aistudio.google.com/app/live#gemini-2.5-flash-native-audio-preview-12-2025" class="button button-primary ais">Try it in Google AI Studio</a>
     </p>
 </div>
 
-<p>Our 2.5 Flash text-to-speech audio model optimized for price-performant,
-low-latency, controllable speech generation.</p>
+<p>Our <a href="/gemini-api/docs/live">Live API</a> native audio models optimized for higher
+quality audio outputs with better pacing, voice naturalness, verbosity, and
+mood.</p>
 
-<p>Preview models may change before becoming stable and have more restrictive rate
-limits.</p>
-<div><devsite-selector data-ds-scope="code-sample">
-<section><h3 id="standard_18" data-text="Standard" tabindex="-1">Standard</h3><table class="pricing-table">
+<table class="pricing-table">
   <colgroup>
     <col>
     <col class="free-tier">
@@ -6198,43 +6213,12 @@ <h2 id="gemini-2.5-flash-preview-tts" data-text="Gemini 2.5 Flash Preview TTS" t
     <tr>
       <td>Input price</td>
       <td>Free of charge</td>
-      <td>$0.50 (text)</td>
+      <td>$0.50 (text)<br>$3.00 (audio / video)</td>
     </tr>
     <tr>
-      <td>Output price</td>
+      <td>Output price (including thinking tokens)</td>
       <td>Free of charge</td>
-      <td>$10.00 (audio)</td>
-    </tr>
-    <tr>
-      <td>Used to improve our products</td>
-      <td><a href="/gemini-api/terms">Yes</a></td>
-      <td><a href="/gemini-api/terms">No</a></td>
-    </tr>
-  </tbody>
-</table></section>
-<section><h3 id="batch_16" data-text="Batch" tabindex="-1">Batch</h3><table class="pricing-table">
-  <colgroup>
-    <col>
-    <col class="free-tier">
-    <col class="paid-tier">
-  </colgroup>
-  <thead>
-    <tr>
-      <th></th>
-      <th scope="col">Free Tier</th>
-      <th scope="col">Paid Tier, per 1M tokens in USD</th>
-    </tr>
-  </thead>
-  <tbody>
-    <tr>
-      <td>Input price</td>
-      <td>Not available</td>
-      <td>$0.25 (text)</td>
-    </tr>
-    <tr>
-      <td>Output price</td>
-      <td>Not available</td>
-      <td>$5.00 (audio)</td>
+      <td>$2.00 (text)<br>$12.00 (audio)</td>
     </tr>
     <tr>
       <td>Used to improve our products</td>
@@ -6242,25 +6226,28 @@ <h2 id="gemini-2.5-flash-preview-tts" data-text="Gemini 2.5 Flash Preview TTS" t
       <td><a href="/gemini-api/terms">No</a></td>
     </tr>
   </tbody>
-</table></section>
-</devsite-selector></div>
+</table>
+
 <div class="models-section">
     <div class="heading-group">
-        <h2 id="gemini-2.5-pro-preview-tts" data-text="Gemini 2.5 Pro Preview TTS" tabindex="-1">Gemini 2.5 Pro Preview TTS</h2>
-        <em><code translate="no" dir="ltr">gemini-2.5-pro-preview-tts</code></em>
+        <h2 id="gemini-2.5-flash-image" data-text="Gemini 2.5 Flash Image (Nano Banana) 🍌" tabindex="-1">Gemini 2.5 Flash Image (Nano Banana) 🍌</h2>
+        <em><a href="/gemini-api/docs/models/gemini-2.5-flash-image"><code translate="no" dir="ltr">gemini-2.5-flash-image</code></a></em>
+    
     </div>
     <p>
-        <a href="https://aistudio.google.com/generate-speech" class="button button-primary ais">Try it in Google AI Studio</a>
+        <a href="https://aistudio.google.com?model=gemini-2.5-flash-image" class="button button-primary ais">Try it in Google AI Studio</a>
     </p>
 </div>
 
-<p>Our 2.5 Pro text-to-speech audio model optimized for powerful, low-latency
-speech generation for more natural outputs and easier to steer prompts.</p>
+<aside class="warning">
+  <b>Warning:</b> Gemini 2.5 Flash Image (<code translate="no" dir="ltr">gemini-2.5-flash-image</code>) is <a href="/gemini-api/docs/deprecations">deprecated</a> and will be shut down on October 2, 2026; migrate to <a href="/gemini-api/docs/models/gemini-3.1-flash-image">Gemini 3.1 Flash Image</a> or <a href="/gemini-api/docs/models/gemini-3.1-flash-lite-image">Gemini 3.1 Flash Lite Image</a> to avoid service disruption.
+</aside>
 
-<p>Preview models may change before becoming stable and have more restrictive rate
-limits.</p>
+<p>A native image generation model, optimized for speed, flexibility, and
+contextual understanding. Text input and output is priced the same as
+<a href="#gemini-2.5-flash">2.5 Flash</a>.</p>
 <div><devsite-selector data-ds-scope="code-sample">
-<section><h3 id="standard_19" data-text="Standard" tabindex="-1">Standard</h3><table class="pricing-table">
+<section><h3 id="standard_21" data-text="Standard" tabindex="-1">Standard</h3><table class="pricing-table">
   <colgroup>
     <col>
     <col class="free-tier">
@@ -6277,12 +6264,12 @@ <h2 id="gemini-2.5-pro-preview-tts" data-text="Gemini 2.5 Pro Preview TTS" tabin
     <tr>
       <td>Input price</td>
       <td>Not available</td>
-      <td>$1.00 (text)</td>
+      <td>$0.30 (text / image)</td>
     </tr>
     <tr>
       <td>Output price</td>
       <td>Not available</td>
-      <td>$20.00 (audio)</td>
+      <td>$0.039 per image*</td>
     </tr>
     <tr>
       <td>Used to improve our products</td>
@@ -6291,7 +6278,7 @@ <h2 id="gemini-2.5-pro-preview-tts" data-text="Gemini 2.5 Pro Preview TTS" tabin
     </tr>
   </tbody>
 </table></section>
-<section><h3 id="batch_17" data-text="Batch" tabindex="-1">Batch</h3><table class="pricing-table">
+<section><h3 id="batch_15" data-text="Batch" tabindex="-1">Batch</h3><table class="pricing-table">
   <colgroup>
     <col>
     <col class="free-tier">
@@ -6308,12 +6295,12 @@ <h2 id="gemini-2.5-pro-preview-tts" data-text="Gemini 2.5 Pro Preview TTS" tabin
     <tr>
       <td>Input price</td>
       <td>Not available</td>
-      <td>$0.50 (text)</td>
+      <td>$0.15 (text / image)</td>
     </tr>
     <tr>
       <td>Output price</td>
       <td>Not available</td>
-      <td>$10.00 (audio)</td>
+      <td>$0.0195 per image*</td>
     </tr>
     <tr>
       <td>Used to improve our products</td>
@@ -6322,19 +6309,7 @@ <h2 id="gemini-2.5-pro-preview-tts" data-text="Gemini 2.5 Pro Preview TTS" tabin
     </tr>
   </tbody>
 </table></section>
-</devsite-selector></div>
-<div class="models-section">
-    <div class="heading-group">
-        <h2 id="gemini-2.0-flash" data-text="Gemini 2.0 Flash" tabindex="-1">Gemini 2.0 Flash</h2>
-        <em><code translate="no" dir="ltr">gemini-2.0-flash</code></em>
-    </div>
-</div>
-
-<aside class="warning">
-  <b>Warning:</b> Gemini 2.0 Flash is <a href="/gemini-api/docs/deprecations">deprecated</a> and has been shut down June 1, 2026. Migrate to <a href="/gemini-api/docs/models">a newer model</a> to avoid service disruption.
-</aside>
-<div><devsite-selector data-ds-scope="code-sample">
-<section><h3 id="standard_20" data-text="Standard" tabindex="-1">Standard</h3><table class="pricing-table">
+<section><h3 id="flex_12" data-text="Flex" tabindex="-1">Flex</h3><table class="pricing-table">
   <colgroup>
     <col>
     <col class="free-tier">
@@ -6350,43 +6325,13 @@ <h2 id="gemini-2.0-flash" data-text="Gemini 2.0 Flash" tabindex="-1">Gemini 2.0
   <tbody>
     <tr>
       <td>Input price</td>
-      <td>Free of charge</td>
-      <td>$0.10 (text / image / video)<br>$0.70 (audio)</td>
-    </tr>
-    <tr>
-      <td>Output price</td>
-      <td>Free of charge</td>
-      <td>$0.40</td>
-    </tr>
-    <tr>
-      <td>Context caching price</td>
-      <td>Free of charge</td>
-      <td>$0.025 / 1,000,000 tokens (text/image/video)<br>$0.175 / 1,000,000 tokens (audio)</td>
-    </tr>
-    <tr>
-      <td>Context caching (storage)</td>
       <td>Not available</td>
-      <td>$1.00 / 1,000,000 tokens per hour</td>
-    </tr>
-    <tr>
-      <td>Image generation pricing</td>
-      <td>Not available (<a href="/gemini-api/docs/deprecations#gemini-2.0-models">shut down</a>)</td>
-      <td>Not available (<a href="/gemini-api/docs/deprecations#gemini-2.0-models">shut down</a>)</td>
+      <td>$0.15 (text / image)</td>
     </tr>
     <tr>
-      <td>Tuning price</td>
-      <td>Not available</td>
+      <td>Output price</td>
       <td>Not available</td>
-    </tr>
-    <tr>
-      <td>Grounding with Google Search</td>
-      <td>Free of charge, up to 500 RPD</td>
-      <td>1,500 RPD (free), then $35 / 1,000 grounded prompts</td>
-    </tr>
-    <tr>
-      <td>Grounding with Google Maps</td>
-      <td>500 RPD</td>
-      <td>1,500 RPD (free), then $25 / 1,000 grounded prompts</td>
+      <td>$0.0195 per image*</td>
     </tr>
     <tr>
       <td>Used to improve our products</td>
@@ -6395,7 +6340,7 @@ <h2 id="gemini-2.0-flash" data-text="Gemini 2.0 Flash" tabindex="-1">Gemini 2.0
     </tr>
   </tbody>
 </table></section>
-<section><h3 id="batch_18" data-text="Batch" tabindex="-1">Batch</h3><table class="pricing-table">
+<section><h3 id="priority_12" data-text="Priority" tabindex="-1">Priority</h3><table class="pricing-table">
   <colgroup>
     <col>
     <col class="free-tier">
@@ -6412,42 +6357,12 @@ <h2 id="gemini-2.0-flash" data-text="Gemini 2.0 Flash" tabindex="-1">Gemini 2.0
     <tr>
       <td>Input price</td>
       <td>Not available</td>
-      <td>$0.05 (text / image / video)<br>$0.35 (audio)</td>
+      <td>$0.54 (text / image)</td>
     </tr>
     <tr>
       <td>Output price</td>
       <td>Not available</td>
-      <td>$0.20</td>
-    </tr>
-    <tr>
-      <td>Context caching price</td>
-      <td>Not available</td>
-      <td>$0.025 / 1,000,000 tokens (text/image/video)<br>$0.175 / 1,000,000 tokens (audio)</td>
-    </tr>
-    <tr>
-      <td>Context caching (storage)</td>
-      <td>Not available</td>
-      <td>$1.00 / 1,000,000 tokens per hour</td>
-    </tr>
-    <tr>
-      <td>Image generation pricing</td>
-      <td>Not available (<a href="/gemini-api/docs/deprecations#gemini-2.0-models">shut down</a>)</td>
-      <td>Not available (<a href="/gemini-api/docs/deprecations#gemini-2.0-models">shut down</a>)</td>
-    </tr>
-    <tr>
-      <td>Tuning price</td>
-      <td>Not available</td>
-      <td>Not available</td>
-    </tr>
-    <tr>
-      <td>Grounding with Google Search</td>
-      <td>Not available</td>
-      <td>1,500 RPD (free), then $35 / 1,000 grounded prompts</td>
-    </tr>
-    <tr>
-      <td>Grounding with Google Maps</td>
-      <td>Not available</td>
-      <td>Not available</td>
+      <td>$0.0702 per image*</td>
     </tr>
     <tr>
       <td>Used to improve our products</td>
@@ -6462,16 +6377,19 @@ <h2 id="gemini-2.0-flash" data-text="Gemini 2.0 Flash" tabindex="-1">Gemini 2.0
 
 <div class="models-section">
     <div class="heading-group">
-        <h2 id="gemini-2.0-flash-lite" data-text="Gemini 2.0 Flash-Lite" tabindex="-1">Gemini 2.0 Flash-Lite</h2>
-        <em><code translate="no" dir="ltr">gemini-2.0-flash-lite</code></em>
+        <h2 id="gemini-2.5-flash-preview-tts" data-text="Gemini 2.5 Flash Preview TTS" tabindex="-1">Gemini 2.5 Flash Preview TTS</h2>
+        <em><a href="/gemini-api/docs/models/gemini-2.5-flash-preview-tts"><code translate="no" dir="ltr">gemini-2.5-flash-preview-tts</code></a></em>
+    
     </div>
+    <p>
+        <a href="https://aistudio.google.com/generate-speech" class="button button-primary ais">Try it in Google AI Studio</a>
+    </p>
 </div>
 
-<aside class="warning">
-  <b>Warning:</b> Gemini 2.0 Flash-Lite is <a href="/gemini-api/docs/deprecations">deprecated</a> and has been shut down June 1, 2026. Migrate to <a href="/gemini-api/docs/models">a newer model</a> to avoid service disruption.
-</aside>
+<p>Our 2.5 Flash text-to-speech audio model optimized for price-performant,
+low-latency, controllable speech generation.</p>
 <div><devsite-selector data-ds-scope="code-sample">
-<section><h3 id="standard_21" data-text="Standard" tabindex="-1">Standard</h3><table class="pricing-table">
+<section><h3 id="standard_22" data-text="Standard" tabindex="-1">Standard</h3><table class="pricing-table">
   <colgroup>
     <col>
     <col class="free-tier">
@@ -6488,32 +6406,12 @@ <h2 id="gemini-2.0-flash-lite" data-text="Gemini 2.0 Flash-Lite" tabindex="-1">G
     <tr>
       <td>Input price</td>
       <td>Free of charge</td>
-      <td>$0.075</td>
+      <td>$0.50 (text)</td>
     </tr>
     <tr>
       <td>Output price</td>
       <td>Free of charge</td>
-      <td>$0.30</td>
-    </tr>
-    <tr>
-      <td>Context caching price</td>
-      <td>Not available</td>
-      <td>Not available</td>
-    </tr>
-    <tr>
-      <td>Context caching (storage)</td>
-      <td>Not available</td>
-      <td>Not available</td>
-    </tr>
-    <tr>
-      <td>Tuning price</td>
-      <td>Not available</td>
-      <td>Not available</td>
-    </tr>
-    <tr>
-      <td>Grounding with Google Search</td>
-      <td>Not available</td>
-      <td>Not available</td>
+      <td>$10.00 (audio)</td>
     </tr>
     <tr>
       <td>Used to improve our products</td>
@@ -6522,7 +6420,7 @@ <h2 id="gemini-2.0-flash-lite" data-text="Gemini 2.0 Flash-Lite" tabindex="-1">G
     </tr>
   </tbody>
 </table></section>
-<section><h3 id="batch_19" data-text="Batch" tabindex="-1">Batch</h3><table class="pricing-table">
+<section><h3 id="batch_16" data-text="Batch" tabindex="-1">Batch</h3><table class="pricing-table">
   <colgroup>
     <col>
     <col class="free-tier">
@@ -6539,32 +6437,12 @@ <h2 id="gemini-2.0-flash-lite" data-text="Gemini 2.0 Flash-Lite" tabindex="-1">G
     <tr>
       <td>Input price</td>
       <td>Not available</td>
-      <td>$0.0375</td>
+      <td>$0.25 (text)</td>
     </tr>
     <tr>
       <td>Output price</td>
       <td>Not available</td>
-      <td>$0.15</td>
-    </tr>
-    <tr>
-      <td>Context caching price</td>
-      <td>Not available</td>
-      <td>Not available</td>
-    </tr>
-    <tr>
-      <td>Context caching (storage)</td>
-      <td>Not available</td>
-      <td>Not available</td>
-    </tr>
-    <tr>
-      <td>Tuning price</td>
-      <td>Not available</td>
-      <td>Not available</td>
-    </tr>
-    <tr>
-      <td>Grounding with Google Search</td>
-      <td>Not available</td>
-      <td>Not available</td>
+      <td>$5.00 (audio)</td>
     </tr>
     <tr>
       <td>Used to improve our products</td>
@@ -6576,25 +6454,19 @@ <h2 id="gemini-2.0-flash-lite" data-text="Gemini 2.0 Flash-Lite" tabindex="-1">G
 </devsite-selector></div>
 <div class="models-section">
     <div class="heading-group">
-        <h2 id="imagen-4" data-text="Imagen 4" tabindex="-1">Imagen 4</h2>
-        <em><code translate="no" dir="ltr">imagen-4.0-generate-001</code>, <code translate="no" dir="ltr">imagen-4.0-ultra-generate-001</code>, <code translate="no" dir="ltr">imagen-4.0-fast-generate-001</code></em>
+        <h2 id="gemini-2.5-pro-preview-tts" data-text="Gemini 2.5 Pro Preview TTS" tabindex="-1">Gemini 2.5 Pro Preview TTS</h2>
+        <em><a href="/gemini-api/docs/models/gemini-2.5-pro-preview-tts"><code translate="no" dir="ltr">gemini-2.5-pro-preview-tts</code></a></em>
+    
     </div>
     <p>
-        <a href="https://aistudio.google.com/generate-image" class="button button-primary ais">Try it in Google AI Studio</a>
+        <a href="https://aistudio.google.com/generate-speech" class="button button-primary ais">Try it in Google AI Studio</a>
     </p>
 </div>
 
-<aside class="warning">
-  <b>Warning:</b> Imagen 4 models (`imagen-4.0-generate-001`, `imagen-4.0-ultra-generate-001`, `imagen-4.0-fast-generate-001`) are <a href="/gemini-api/docs/deprecations">deprecated</a> and will be shut down on August 17, 2026; migrate to <a href="/gemini-api/docs/pricing#gemini-2.5-flash">Gemini 2.5 Flash Image</a> to avoid service disruption.
-</aside>
-
-<p>Our latest image generation model, with significantly better text rendering and
-better overall image quality.</p>
-
-<p>Preview models may change before becoming stable and have more restrictive rate
-limits.</p>
-
-<table class="pricing-table">
+<p>Our 2.5 Pro text-to-speech audio model optimized for powerful, low-latency
+speech generation for more natural outputs and easier to steer prompts.</p>
+<div><devsite-selector data-ds-scope="code-sample">
+<section><h3 id="standard_23" data-text="Standard" tabindex="-1">Standard</h3><table class="pricing-table">
   <colgroup>
     <col>
     <col class="free-tier">
@@ -6604,24 +6476,19 @@ <h2 id="imagen-4" data-text="Imagen 4" tabindex="-1">Imagen 4</h2>
     <tr>
       <th></th>
       <th scope="col">Free Tier</th>
-      <th scope="col">Paid Tier, per Image in USD</th>
+      <th scope="col">Paid Tier, per 1M tokens in USD</th>
     </tr>
   </thead>
   <tbody>
     <tr>
-      <td>Imagen 4 Fast image price</td>
-      <td>Not available</td>
-      <td>$0.02</td>
-    </tr>
-    <tr>
-      <td>Imagen 4 Standard image price</td>
+      <td>Input price</td>
       <td>Not available</td>
-      <td>$0.04</td>
+      <td>$1.00 (text)</td>
     </tr>
     <tr>
-      <td>Imagen 4 Ultra image price</td>
+      <td>Output price</td>
       <td>Not available</td>
-      <td>$0.06</td>
+      <td>$20.00 (audio)</td>
     </tr>
     <tr>
       <td>Used to improve our products</td>
@@ -6629,25 +6496,8 @@ <h2 id="imagen-4" data-text="Imagen 4" tabindex="-1">Imagen 4</h2>
       <td><a href="/gemini-api/terms">No</a></td>
     </tr>
   </tbody>
-</table>
-
-<div class="models-section">
-    <div class="heading-group">
-        <h2 id="veo-3.1" data-text="Veo 3.1" tabindex="-1">Veo 3.1</h2>
-        <em><code translate="no" dir="ltr">veo-3.1-generate-preview</code>, <code translate="no" dir="ltr">veo-3.1-fast-generate-preview</code>, <code translate="no" dir="ltr">veo-3.1-lite-generate-preview</code></em>
-    </div>
-    <p>
-        <a href="https://deepmind.google/models/veo/" class="button button-primary ais">Try Veo 3.1</a>
-    </p>
-</div>
-
-<p>Our latest video generation model, available to developers on the
-paid tier of the Gemini API.</p>
-
-<p>Preview models may change before becoming stable and have more restrictive rate
-limits.</p>
-
-<table class="pricing-table">
+</table></section>
+<section><h3 id="batch_17" data-text="Batch" tabindex="-1">Batch</h3><table class="pricing-table">
   <colgroup>
     <col>
     <col class="free-tier">
@@ -6657,24 +6507,19 @@ <h2 id="veo-3.1" data-text="Veo 3.1" tabindex="-1">Veo 3.1</h2>
     <tr>
       <th></th>
       <th scope="col">Free Tier</th>
-      <th scope="col">Paid Tier, per second in USD</th>
+      <th scope="col">Paid Tier, per 1M tokens in USD</th>
     </tr>
   </thead>
   <tbody>
     <tr>
-      <td>Veo 3.1 Standard video with audio price (default)</td>
-      <td>Not available</td>
-      <td>$0.40 (720p and 1080p)<br>$0.60 (4k)</td>
-    </tr>
-    <tr>
-      <td>Veo 3.1 Fast video with audio price (default)</td>
+      <td>Input price</td>
       <td>Not available</td>
-      <td>$0.10 (720p)<br>$0.12 (1080p)<br>$0.30 (4k)</td>
+      <td>$0.50 (text)</td>
     </tr>
     <tr>
-      <td>Veo 3.1 Lite video with audio price (default)</td>
+      <td>Output price</td>
       <td>Not available</td>
-      <td>$0.05 (720p)<br>$0.08 (1080p)<br>(4k output not supported)</td>
+      <td>$10.00 (audio)</td>
     </tr>
     <tr>
       <td>Used to improve our products</td>
@@ -6682,25 +6527,20 @@ <h2 id="veo-3.1" data-text="Veo 3.1" tabindex="-1">Veo 3.1</h2>
       <td><a href="/gemini-api/terms">No</a></td>
     </tr>
   </tbody>
-</table>
-<aside class="note"><strong>Note:</strong><span> In some cases, an audio processing issue may prevent a video from being
-generated. You will only be charged if your video is successfully generated.</span></aside>
+</table></section>
+</devsite-selector></div>
 <div class="models-section">
     <div class="heading-group">
-        <h2 id="veo-3" data-text="Veo 3" tabindex="-1">Veo 3</h2>
-        <em><code translate="no" dir="ltr">veo-3.0-generate-001</code>, <code translate="no" dir="ltr">veo-3.0-fast-generate-001</code></em>
+        <h2 id="veo-3.1" data-text="Veo 3.1" tabindex="-1">Veo 3.1</h2>
+        <em><a href="/gemini-api/docs/models/veo-3.1-generate-preview"><code translate="no" dir="ltr">veo-3.1-generate-preview</code></a>, <a href="/gemini-api/docs/models/veo-3.1-generate-preview"><code translate="no" dir="ltr">veo-3.1-fast-generate-preview</code></a>, <a href="/gemini-api/docs/models/veo-3.1-lite-generate-preview"><code translate="no" dir="ltr">veo-3.1-lite-generate-preview</code></a></em>
+    
     </div>
     <p>
-        <a href="https://deepmind.google/models/veo/" class="button button-primary ais">Try Veo 3</a>
+        <a href="https://deepmind.google/models/veo/" class="button button-primary ais">Try Veo 3.1</a>
     </p>
 </div>
 
-<aside class="warning">
-  <b>Warning:</b> Veo 3 models (`veo-3.0-generate-001`, `veo-3.0-fast-generate-001`) are <a href="/gemini-api/docs/deprecations">deprecated</a> and will be shut down on June 30, 2026; migrate to <a href="/gemini-api/docs/pricing#veo-3.1">Veo 3.1 Preview</a> or the GA models available through the <a href="https://docs.cloud.google.com/gemini-enterprise-agent-platform/models/veo/3-1-generate">Gemini Enterprise Agent Platform</a> to avoid service disruption.
-</aside>
-
-<p>Our stable video generation model, available to developers on the
-paid tier of the Gemini API.</p>
+<p>A fast video generation model.</p>
 
 <table class="pricing-table">
   <colgroup>
@@ -6717,15 +6557,20 @@ <h2 id="veo-3" data-text="Veo 3" tabindex="-1">Veo 3</h2>
   </thead>
   <tbody>
     <tr>
-      <td>Veo 3 Standard video with audio price (default)</td>
+      <td>Veo 3.1 Standard video with audio price (default)</td>
       <td>Not available</td>
-      <td>$0.40</td>
+      <td>$0.40 (720p and 1080p)<br>$0.60 (4k)</td>
     </tr>
     <tr>
-      <td>Veo 3 Fast video with audio price (default)</td>
+      <td>Veo 3.1 Fast video with audio price (default)</td>
       <td>Not available</td>
       <td>$0.10 (720p)<br>$0.12 (1080p)<br>$0.30 (4k)</td>
     </tr>
+    <tr>
+      <td>Veo 3.1 Lite video with audio price (default)</td>
+      <td>Not available</td>
+      <td>$0.05 (720p)<br>$0.08 (1080p)<br>(4k output not supported)</td>
+    </tr>
     <tr>
       <td>Used to improve our products</td>
       <td><a href="/gemini-api/terms">Yes</a></td>
@@ -6737,20 +6582,12 @@ <h2 id="veo-3" data-text="Veo 3" tabindex="-1">Veo 3</h2>
 generated. You will only be charged if your video is successfully generated.</span></aside>
 <div class="models-section">
     <div class="heading-group">
-        <h2 id="veo-2" data-text="Veo 2" tabindex="-1">Veo 2</h2>
-        <em><code translate="no" dir="ltr">veo-2.0-generate-001</code></em>
+        <h2 id="lyria-3-5" data-text="Lyria 3.5" tabindex="-1">Lyria 3.5</h2>
+        <em><a href="/gemini-api/docs/models/lyria-3.5"><code translate="no" dir="ltr">lyria-3.5</code></a></em>
     </div>
-    <p>
-        <a href="/gemini-api/docs/video" class="button button-primary ais">Try the API</a>
-    </p>
 </div>
 
-<aside class="warning">
-  <b>Warning:</b> Veo 2 (`veo-2.0-generate-001`) is <a href="/gemini-api/docs/deprecations">deprecated</a> and will be shut down on June 30, 2026; migrate to <a href="/gemini-api/docs/pricing#veo-3.1">Veo 3.1 Preview</a> or the GA models available through the <a href="https://docs.cloud.google.com/gemini-enterprise-agent-platform/models/veo/3-1-generate">Gemini Enterprise Agent Platform</a> to avoid service disruption.
-</aside>
-
-<p>Our state-of-the-art video generation model, available to developers on the
-paid tier of the Gemini API.</p>
+<p>Google&#39;s music generation model.</p>
 
 <table class="pricing-table">
   <colgroup>
@@ -6762,14 +6599,14 @@ <h2 id="veo-2" data-text="Veo 2" tabindex="-1">Veo 2</h2>
     <tr>
       <th></th>
       <th scope="col">Free Tier</th>
-      <th scope="col">Paid Tier, per second in USD</th>
+      <th scope="col">Paid Tier, per request in USD</th>
     </tr>
   </thead>
   <tbody>
     <tr>
-      <td>Video price</td>
+      <td>Lyria 3.5 (Full Song)</td>
       <td>Not available</td>
-      <td>$0.35</td>
+      <td>$0.08 per song</td>
     </tr>
     <tr>
       <td>Used to improve our products</td>
@@ -6782,12 +6619,12 @@ <h2 id="veo-2" data-text="Veo 2" tabindex="-1">Veo 2</h2>
 <div class="models-section">
     <div class="heading-group">
         <h2 id="lyria-3" data-text="Lyria 3" tabindex="-1">Lyria 3</h2>
-        <em><code translate="no" dir="ltr">lyria-3-clip-preview</code> and <code translate="no" dir="ltr">lyria-3-pro-preview</code></em>
+        <em><a href="/gemini-api/docs/models/lyria-3-clip-preview"><code translate="no" dir="ltr">lyria-3-clip-preview</code></a> and <a href="/gemini-api/docs/models/lyria-3-pro-preview"><code translate="no" dir="ltr">lyria-3-pro-preview</code></a></em>
+    
     </div>
 </div>
 
-<p>Google&#39;s family of music generation models. Preview models may change
-before becoming stable and have more restrictive rate limits.</p>
+<p>Google&#39;s family of legacy music generation models.</p>
 
 <table class="pricing-table">
   <colgroup>
@@ -6824,7 +6661,8 @@ <h2 id="lyria-3" data-text="Lyria 3" tabindex="-1">Lyria 3</h2>
 <div class="models-section">
     <div class="heading-group">
         <h2 id="gemini-embedding-2" data-text="Gemini Embedding 2" tabindex="-1">Gemini Embedding 2</h2>
-        <em><code translate="no" dir="ltr">gemini-embedding-2</code></em>
+        <em><a href="/gemini-api/docs/models/gemini-embedding-2"><code translate="no" dir="ltr">gemini-embedding-2</code></a></em>
+    
     </div>
     <p>
         <a href="/gemini-api/docs/embeddings" class="button button-primary ais">Try the API</a>
@@ -6834,7 +6672,7 @@ <h2 id="gemini-embedding-2" data-text="Gemini Embedding 2" tabindex="-1">Gemini
 <p>Our first multimodal embedding model, mapping text, images, video, audio, and
 PDFs into a unified embedding space.</p>
 <div><devsite-selector data-ds-scope="code-sample">
-<section><h3 id="standard_22" data-text="Standard" tabindex="-1">Standard</h3><table class="pricing-table">
+<section><h3 id="standard_24" data-text="Standard" tabindex="-1">Standard</h3><table class="pricing-table">
   <colgroup>
     <col>
     <col class="free-tier">
@@ -6875,7 +6713,7 @@ <h2 id="gemini-embedding-2" data-text="Gemini Embedding 2" tabindex="-1">Gemini
     </tr>
   </tbody>
 </table></section>
-<section><h3 id="batch_20" data-text="Batch" tabindex="-1">Batch</h3><table class="pricing-table">
+<section><h3 id="batch_18" data-text="Batch" tabindex="-1">Batch</h3><table class="pricing-table">
   <colgroup>
     <col>
     <col class="free-tier">
@@ -6889,7 +6727,7 @@ <h2 id="gemini-embedding-2" data-text="Gemini Embedding 2" tabindex="-1">Gemini
     </tr>
   </thead>
   <tbody>
-<tr>
+    <tr>
       <td>Text input price</td>
       <td>Not available</td>
       <td>$0.10</td>
@@ -6917,75 +6755,11 @@ <h2 id="gemini-embedding-2" data-text="Gemini Embedding 2" tabindex="-1">Gemini
   </tbody>
 </table></section>
 </devsite-selector></div>
-<div class="models-section">
-    <div class="heading-group">
-        <h2 id="gemini-embedding" data-text="Gemini Embedding" tabindex="-1">Gemini Embedding</h2>
-        <em><code translate="no" dir="ltr">gemini-embedding-001</code></em>
-    </div>
-    <p>
-        <a href="/gemini-api/docs/embeddings" class="button button-primary ais">Try the API</a>
-    </p>
-</div>
-
-<p>Our Gemini Embeddings model for text-only use cases, available to developers on the free and paid tiers of the Gemini API.</p>
-<div><devsite-selector data-ds-scope="code-sample">
-<section><h3 id="standard_23" data-text="Standard" tabindex="-1">Standard</h3><table class="pricing-table">
-  <colgroup>
-    <col>
-    <col class="free-tier">
-    <col class="paid-tier">
-  </colgroup>
-  <thead>
-    <tr>
-      <th></th>
-      <th scope="col">Free Tier</th>
-      <th scope="col">Paid Tier, per 1M tokens in USD</th>
-    </tr>
-  </thead>
-  <tbody>
-    <tr>
-      <td>Input price</td>
-      <td>Free of charge</td>
-      <td>$0.15</td>
-    </tr>
-    <tr>
-      <td>Used to improve our products</td>
-      <td><a href="/gemini-api/terms">Yes</a></td>
-      <td><a href="/gemini-api/terms">No</a></td>
-    </tr>
-  </tbody>
-</table></section>
-<section><h3 id="batch_21" data-text="Batch" tabindex="-1">Batch</h3><table class="pricing-table">
-  <colgroup>
-    <col>
-    <col class="free-tier">
-    <col class="paid-tier">
-  </colgroup>
-  <thead>
-    <tr>
-      <th></th>
-      <th scope="col">Free Tier</th>
-      <th scope="col">Paid Tier, per 1M tokens in USD</th>
-    </tr>
-  </thead>
-  <tbody>
-    <tr>
-      <td>Input price</td>
-      <td>Not available</td>
-      <td>$0.075</td>
-    </tr>
-    <tr>
-      <td>Used to improve our products</td>
-      <td><a href="/gemini-api/terms">Yes</a></td>
-      <td><a href="/gemini-api/terms">No</a></td>
-    </tr>
-  </tbody>
-</table></section>
-</devsite-selector></div>
 <div class="models-section">
     <div class="heading-group">
         <h2 id="gemini-robotics-er-2" data-text="Gemini Robotics ER 2 Preview" tabindex="-1">Gemini Robotics ER 2 Preview</h2>
-        <em><code translate="no" dir="ltr">gemini-robotics-er-2-preview</code></em>
+        <em><a href="/gemini-api/docs/models/gemini-robotics-er-2-preview"><code translate="no" dir="ltr">gemini-robotics-er-2-preview</code></a></em>
+    
     </div>
     <p>
         <a href="https://aistudio.google.com?model=gemini-robotics-er-2-preview" class="button button-primary ais">Try it in Google AI Studio</a>
@@ -6997,7 +6771,7 @@ <h2 id="gemini-robotics-er-2" data-text="Gemini Robotics ER 2 Preview" tabindex=
 precisely, supporting agentic orchestration of robots, video progress
 understanding, multi-robot collaboration, and advanced spatial reasoning.</p>
 <div><devsite-selector data-ds-scope="code-sample">
-<section><h3 id="standard_24" data-text="Standard" tabindex="-1">Standard</h3><table class="pricing-table">
+<section><h3 id="standard_25" data-text="Standard" tabindex="-1">Standard</h3><table class="pricing-table">
   <colgroup>
     <col>
     <col class="free-tier">
@@ -7014,17 +6788,17 @@ <h2 id="gemini-robotics-er-2" data-text="Gemini Robotics ER 2 Preview" tabindex=
     <tr>
       <td>Input price</td>
       <td>Free of charge</td>
-      <td>$2.00 (text / image / video / audio)</td>
+      <td>$1.00 (text / image / video / audio) through December 31, 2026.<br>$2.00 (text / image / video / audio) starting January 1, 2027.</td>
     </tr>
     <tr>
       <td>Output price (including thinking tokens)</td>
       <td>Free of charge</td>
-      <td>$10.00</td>
+      <td>$5.00 through December 31, 2026.<br>$10.00 starting January 1, 2027.</td>
     </tr>
     <tr>
       <td>Context caching price</td>
       <td>Not available</td>
-      <td>$0.20<br>$1.00 / 1,000,000 tokens per hour (storage price)</td>
+      <td>$0.10 through December 31, 2026.<br>$0.20 starting January 1, 2027.<br>$0.50 / 1,000,000 tokens per hour (storage price) through December 31, 2026.<br>$1.00 / 1,000,000 tokens per hour (storage price) starting January 1, 2027.</td>
     </tr>
     <tr>
       <td>Grounding with Google Search</td>
@@ -7038,7 +6812,7 @@ <h2 id="gemini-robotics-er-2" data-text="Gemini Robotics ER 2 Preview" tabindex=
     </tr>
   </tbody>
 </table></section>
-<section><h3 id="batch_22" data-text="Batch" tabindex="-1">Batch</h3><table class="pricing-table">
+<section><h3 id="batch_19" data-text="Batch" tabindex="-1">Batch</h3><table class="pricing-table">
   <colgroup>
     <col>
     <col class="free-tier">
@@ -7055,17 +6829,17 @@ <h2 id="gemini-robotics-er-2" data-text="Gemini Robotics ER 2 Preview" tabindex=
     <tr>
       <td>Input price</td>
       <td>Not available</td>
-      <td>$1.00 (text / image / video / audio)</td>
+      <td>$0.50 (text / image / video / audio) through December 31, 2026.<br>$1.00 (text / image / video / audio) starting January 1, 2027.</td>
     </tr>
     <tr>
       <td>Output price (including thinking tokens)</td>
       <td>Not available</td>
-      <td>$5.00</td>
+      <td>$2.50 through December 31, 2026.<br>$5.00 starting January 1, 2027.</td>
     </tr>
     <tr>
       <td>Context caching price</td>
       <td>Not available</td>
-      <td>$0.10<br>$1.00 / 1,000,000 tokens per hour (storage price)</td>
+      <td>$0.05 through December 31, 2026.<br>$0.10 starting January 1, 2027.<br>$0.50 / 1,000,000 tokens per hour (storage price) through December 31, 2026.<br>$1.00 / 1,000,000 tokens per hour (storage price) starting January 1, 2027.</td>
     </tr>
     <tr>
       <td>Grounding with Google Search</td>
@@ -7083,7 +6857,8 @@ <h2 id="gemini-robotics-er-2" data-text="Gemini Robotics ER 2 Preview" tabindex=
 <div class="models-section">
     <div class="heading-group">
         <h2 id="gemini-robotics-er-2-streaming" data-text="Gemini Robotics ER 2 Streaming Preview" tabindex="-1">Gemini Robotics ER 2 Streaming Preview</h2>
-        <em><code translate="no" dir="ltr">gemini-robotics-er-2-streaming-preview</code></em>
+        <em><a href="/gemini-api/docs/models/gemini-robotics-er-2-streaming-preview"><code translate="no" dir="ltr">gemini-robotics-er-2-streaming-preview</code></a></em>
+    
     </div>
     <p>
         <a href="https://aistudio.google.com?model=gemini-robotics-er-2-streaming-preview" class="button button-primary ais">Try it in Google AI Studio</a>
@@ -7095,7 +6870,7 @@ <h2 id="gemini-robotics-er-2-streaming" data-text="Gemini Robotics ER 2 Streamin
 image, video, and audio input and supports bidirectional streaming with
 function calling.</p>
 <div><devsite-selector data-ds-scope="code-sample">
-<section><h3 id="standard_25" data-text="Standard" tabindex="-1">Standard</h3><table class="pricing-table">
+<section><h3 id="standard_26" data-text="Standard" tabindex="-1">Standard</h3><p><table class="pricing-table">
   <colgroup>
     <col>
     <col class="free-tier">
@@ -7112,12 +6887,12 @@ <h2 id="gemini-robotics-er-2-streaming" data-text="Gemini Robotics ER 2 Streamin
     <tr>
       <td>Input price</td>
       <td>Free of charge</td>
-      <td>$2.00 (text / image / video / audio)</td>
+      <td>$1.00 (text / image / video / audio) through December 31, 2026.<br>$2.00 (text / image / video / audio) starting January 1, 2027.</td>
     </tr>
     <tr>
       <td>Output price</td>
       <td>Free of charge</td>
-      <td>$10.00</td>
+      <td>$5.00 through December 31, 2026.<br>$10.00 starting January 1, 2027.</td>
     </tr>
     <tr>
       <td>Grounding with Google Search</td>
@@ -7130,102 +6905,14 @@ <h2 id="gemini-robotics-er-2-streaming" data-text="Gemini Robotics ER 2 Streamin
       <td><a href="/gemini-api/terms">No</a></td>
     </tr>
   </tbody>
-</table></section>
-</devsite-selector></div>
 <div class="models-section">
-    <div class="heading-group">
-        <h2 id="gemini-robotics-er" data-text="Gemini Robotics ER 1.6 Preview" tabindex="-1">Gemini Robotics ER 1.6 Preview</h2>
-        <em><code translate="no" dir="ltr">gemini-robotics-er-1.6-preview</code></em>
-    </div>
-    <p>
-        <a href="https://aistudio.google.com?model=gemini-robotics-er-1.6-preview" class="button button-primary ais">Try it in Google AI Studio</a>
-    </p>
-</div>
+<div class="heading-group">
+    <h2 id="gemini-2.5-computer-use-preview-10-2025" data-text="Gemini 2.5 Computer Use Preview" tabindex="-1">Gemini 2.5 Computer Use Preview</h2>
+    <em><a href="/gemini-api/docs/models/gemini-2.5-computer-use-preview-10-2025"><code translate="no" dir="ltr">gemini-2.5-computer-use-preview-10-2025</code></a></em></p>
 
-<p>Gemini Robotics ER, short for Gemini Robotics-Embodied Reasoning, is a thinking
-model that enhances robots&#39; abilities to understand and interact with the
-physical world.</p>
-<div><devsite-selector data-ds-scope="code-sample">
-<section><h3 id="standard_26" data-text="Standard" tabindex="-1">Standard</h3><table class="pricing-table">
-  <colgroup>
-    <col>
-    <col class="free-tier">
-    <col class="paid-tier">
-  </colgroup>
-  <thead>
-    <tr>
-      <th></th>
-      <th scope="col">Free Tier</th>
-      <th scope="col">Paid Tier, per 1M tokens in USD</th>
-    </tr>
-  </thead>
-  <tbody>
-    <tr>
-      <td>Input price</td>
-      <td>Free of charge</td>
-      <td>$1.00 (text / image / video)<br>$2.00 (audio)</td>
-    </tr>
-    <tr>
-      <td>Output price (including thinking tokens)</td>
-      <td>Free of charge</td>
-      <td>$5.00</td>
-    </tr>
-    <tr>
-      <td>Grounding with Google Search</td>
-      <td>Not available</td>
-      <td>5,000 free search requests per month (shared across all Gemini 3.x models), then $14 per 1,000 requests.</td>
-    </tr>
-    <tr>
-      <td>Used to improve our products</td>
-      <td><a href="/gemini-api/terms">Yes</a></td>
-      <td><a href="/gemini-api/terms">No</a></td>
-    </tr>
-  </tbody>
-</table></section>
-<section><h3 id="batch_23" data-text="Batch" tabindex="-1">Batch</h3><table class="pricing-table">
-  <colgroup>
-    <col>
-    <col class="free-tier">
-    <col class="paid-tier">
-  </colgroup>
-  <thead>
-    <tr>
-      <th></th>
-      <th scope="col">Free Tier</th>
-      <th scope="col">Paid Tier, per 1M tokens in USD</th>
-    </tr>
-  </thead>
-  <tbody>
-    <tr>
-      <td>Input price</td>
-      <td>Not available</td>
-      <td>$0.50 (text / image / video)<br>$1.00 (audio)</td>
-    </tr>
-    <tr>
-      <td>Output price (including thinking tokens)</td>
-      <td>Not available</td>
-      <td>$2.50</td>
-    </tr>
-    <tr>
-      <td>Grounding with Google Search</td>
-      <td>Not available</td>
-      <td>5,000 free search requests per month (shared across all Gemini 3.x models), then $14 per 1,000 requests.</td>
-    </tr>
-    <tr>
-      <td>Used to improve our products</td>
-      <td><a href="/gemini-api/terms">Yes</a></td>
-      <td><a href="/gemini-api/terms">No</a></td>
-    </tr>
-  </tbody>
-</table></section>
+<p></div>
+</div></p></section>
 </devsite-selector></div>
-<div class="models-section">
-    <div class="heading-group">
-        <h2 id="gemini-2.5-computer-use-preview-10-2025" data-text="Gemini 2.5 Computer Use Preview" tabindex="-1">Gemini 2.5 Computer Use Preview</h2>
-        <em><code translate="no" dir="ltr">gemini-2.5-computer-use-preview-10-2025</code></em>
-    </div>
-</div>
-
 <p>Our Computer Use model optimized for building browser control agents that
 automate tasks.</p>
 
@@ -7262,7 +6949,7 @@ <h2 id="gemini-2.5-computer-use-preview-10-2025" data-text="Gemini 2.5 Computer
 </table>
 
 <div class="models-section">
-    <h2 id="gemma-4" data-text="Gemma 4" tabindex="-1">Gemma 4</h2>
+    <h2 id="gemma-4" data-text="Gemma 4" tabindex="-1"><a href="/gemma/docs/core/model_card_4">Gemma 4</a></h2>
 </div>
 
 <p>Our lightweight, state-of the art, open model built from the same technology
@@ -7378,7 +7065,7 @@ <h2 id="pricing-for-tools" data-text="Pricing for tools" tabindex="-1">Pricing f
     <tr>
       <td><a href="/gemini-api/docs/file-search#pricing">File search</a></td>
       <td>Free of charge</td>
-      <td>Charged for <a href="#gemini-embedding">embeddings</a> at $0.15 / 1M tokens.<br>Retrieved document tokens charged as regular tokens per model pricing.</td>
+      <td>Charged for <a href="#gemini-embedding-2">embeddings</a> at $0.15 / 1M tokens.<br>Retrieved document tokens charged as regular tokens per model pricing.</td>
     </tr>
     <tr>
       <td><a href="/gemini-api/docs/models/gemini-3.1-pro-preview">Custom Tools endpoint (Gemini 3.1 Pro Preview)</a></td>
@@ -7443,6 +7130,12 @@ <h2 id="pricing-for-agents" data-text="Pricing for agents" tabindex="-1">Pricing
 <h2 id="notes" data-text="Notes" tabindex="-1">Notes</h2>
 
 <ul>
+<li><strong>Agentic video understanding:</strong> When using agentic video understanding,
+token usage is variable based on the content loaded by the model rather than
+full video length. This typically results in up to 88% fewer input tokens for
+long-form video, though token counts depend on query complexity and dynamic
+sampling depth (which may exceed 1 FPS for detailed visual segments). See
+<a href="/gemini-api/docs/video-understanding#agentic-video-understanding">Agentic video understanding</a>.</li>
 <li><strong>Document token billing:</strong> Tokens for the <code translate="no" dir="ltr">DOCUMENT</code> modality (for example, PDFs) are billed at the image token rate. In API responses, these tokens appear under the <code translate="no" dir="ltr">DOCUMENT</code> modality within <code translate="no" dir="ltr">promptTokensDetails</code>.</li>
 <li>Google AI Studio usage is free of charge in all <a href="/gemini-api/docs/available-regions">available regions</a>. See <a href="/gemini-api/docs/billing">Billing FAQs</a> for details.</li>
 <li>Prices may differ from the prices listed here and the prices offered on
@@ -7469,7 +7162,7 @@ <h2 id="notes" data-text="Notes" tabindex="-1">Notes</h2>
 
 <devsite-content-footer class="nocontent" data-nosnippet>
   <p>Except as otherwise noted, the content of this page is licensed under the <a href="https://creativecommons.org/licenses/by/4.0/">Creative Commons Attribution 4.0 License</a>, and code samples are licensed under the <a href="https://www.apache.org/licenses/LICENSE-2.0">Apache 2.0 License</a>. For details, see the <a href="https://developers.google.com/site-policies">Google Developers Site Policies</a>. Java is a registered trademark of Oracle and/or its affiliates.</p>
-  <p>Last updated 2026-08-13 UTC.</p>
+  <p>Last updated 2026-09-16 UTC.</p>
 </devsite-content-footer>
 
 
@@ -7483,7 +7176,7 @@ <h2 id="notes" data-text="Notes" tabindex="-1">Notes</h2>
   
   
     <template class="devsite-content-data-template">
-      [[["Easy to understand","easyToUnderstand","thumb-up"],["Solved my problem","solvedMyProblem","thumb-up"],["Other","otherUp","thumb-up"]],[["Missing the information I need","missingTheInformationINeed","thumb-down"],["Too complicated / too many steps","tooComplicatedTooManySteps","thumb-down"],["Out of date","outOfDate","thumb-down"],["Samples / code issue","samplesCodeIssue","thumb-down"],["Other","otherDown","thumb-down"]],["Last updated 2026-08-13 UTC."],[],[]]
+      [[["Easy to understand","easyToUnderstand","thumb-up"],["Solved my problem","solvedMyProblem","thumb-up"],["Other","otherUp","thumb-up"]],[["Missing the information I need","missingTheInformationINeed","thumb-down"],["Too complicated / too many steps","tooComplicatedTooManySteps","thumb-down"],["Out of date","outOfDate","thumb-down"],["Samples / code issue","samplesCodeIssue","thumb-down"],["Other","otherDown","thumb-down"]],["Last updated 2026-09-16 UTC."],[],[]]
     </template>
   
 </div>
@@ -7707,12 +7400,12 @@ <h2 id="notes" data-text="Notes" tabindex="-1">Notes</h2>
     
     
     
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  
 </script>
 
diff --git a/docs/pricing-snapshots/metadata.json b/docs/pricing-snapshots/metadata.json
index 79aab91bd..83e24529a 100644
--- a/docs/pricing-snapshots/metadata.json
+++ b/docs/pricing-snapshots/metadata.json
@@ -1,7 +1,7 @@
 {
-  "snapshotId": "official-docs-2026-08-22",
-  "snapshotContentHash": "e649d9fc6012fad889888747e4b09d6a909141048b2ce3f51fe55edc1a35df39",
-  "retrievedAt": "2026-08-22T10:31:29.666Z",
+  "snapshotId": "official-docs-2026-09-19",
+  "snapshotContentHash": "a9d257cf4850377cf50199bcecc4fb5a67afe0f7ac009f21d5d98d85f0c3dae2",
+  "retrievedAt": "2026-09-19T16:16:50.827Z",
   "currency": "USD",
   "sources": [
     {
@@ -9,21 +9,21 @@
       "url": "https://platform.openai.com/docs/pricing",
       "file": "openai.md",
       "format": "markdown (official .md endpoint)",
-      "sha256": "1c54363f719988de1b4382035c9ad70422ad3ea6a99e77a094dd43e15a67169d"
+      "sha256": "63878741d55c9dc3c928cd88ac8f55399198daedfb49456f816d7d2cbab96768"
     },
     {
       "provider": "anthropic",
       "url": "https://platform.claude.com/docs/en/about-claude/pricing",
       "file": "anthropic.md",
       "format": "markdown (official .md endpoint)",
-      "sha256": "c3ea88b25e2906d72bc7b26693bb752bfb97d31952e5b814cf7f62d4087b2f8b"
+      "sha256": "52ec9ccca111bc1635c300684c893fcedff8b146e5f6bed3c1c8c0fdf29a8d84"
     },
     {
       "provider": "google",
       "url": "https://ai.google.dev/gemini-api/docs/pricing",
       "file": "google-gemini.html",
       "format": "html",
-      "sha256": "90e36d7256446436dd23eabb2f26294aa62105e9c373a13eca58ec9ddf1db2a1"
+      "sha256": "98839b6fa83ada71f90076d1d01e1a10af9650fe6007b565356c31feec3a4766"
     }
   ],
   "modelFindings": {
diff --git a/docs/pricing-snapshots/openai.md b/docs/pricing-snapshots/openai.md
index 839342adb..baf20e8d7 100644
--- a/docs/pricing-snapshots/openai.md
+++ b/docs/pricing-snapshots/openai.md
@@ -23,6 +23,7 @@ Standard
 
 | Model | Short context input | Short context cached input | Short context cache writes | Short context output | Long context input | Long context cached input | Long context cache writes | Long context output |
 | --- | --- | --- | --- | --- | --- | --- | --- | --- |
+| gpt-6-astra | $10.00 | $1.00 | $12.50 | $50.00 | $20.00 | $2.00 | $25.00 | $75.00 |
 | gpt-5.6-sol | $4.00 | $0.40 | $5.00 | $20.00 | $8.00 | $0.80 | $10.00 | $30.00 |
 | gpt-5.6-terra | $2.00 | $0.20 | $2.50 | $12.00 | $4.00 | $0.40 | $5.00 | $18.00 |
 | gpt-5.6-luna | $0.20 | $0.02 | $0.25 | $1.20 | $0.40 | $0.04 | $0.50 | $1.80 |
@@ -60,7 +61,7 @@ Standard
 | davinci-002 | $2.00 | - | - | $2.00 | - | - | - | - |
 | babbage-002 | $0.40 | - | - | $0.40 | - | - | - | - |
 
-Regional processing (data residency) endpoints are charged a 10% uplift for models released on or after March 5, 2026, that are eligible for data residency. See our [Your data](https://developers.openai.com/api/docs/guides/your-data) guide for supported regions and processing details. [OpenAI models in Amazon Bedrock](https://developers.openai.com/api/docs/guides/amazon-bedrock) are billed through AWS and may differ from direct OpenAI pricing. Priority processing was renamed Fast mode on July 30, 2026. You can use either `service_tier: "priority"` or `service_tier: "fast"` in your API requests. [Learn more about Fast mode](https://developers.openai.com/api/docs/guides/fast-mode). GPT-5.6 Sol’s promotional pricing is available at least through November 21, 2026.
+Regional processing (data residency) endpoints are charged a 10% uplift for models released on or after March 5, 2026, that are eligible for data residency. See our [Your data](https://developers.openai.com/api/docs/guides/your-data) guide for supported regions and processing details. [OpenAI models in Amazon Bedrock](https://developers.openai.com/api/docs/guides/amazon-bedrock) are billed through AWS. Bedrock pricing in commercial regions matches OpenAI direct pricing for equivalent services. Priority processing was renamed Fast mode on July 30, 2026. You can use either `service_tier: "priority"` or `service_tier: "fast"` in your API requests. [Learn more about Fast mode](https://developers.openai.com/api/docs/guides/fast-mode). GPT-5.6 Sol’s promotional pricing is available at least through November 21, 2026.
 
     
 
@@ -75,6 +76,7 @@ Batch
 
 | Model | Short context input | Short context cached input | Short context cache writes | Short context output | Long context input | Long context cached input | Long context cache writes | Long context output |
 | --- | --- | --- | --- | --- | --- | --- | --- | --- |
+| gpt-6-astra | $5.00 | $0.50 | $6.25 | $25.00 | $10.00 | $1.00 | $12.50 | $37.50 |
 | gpt-5.6-sol | $2.00 | $0.20 | $2.50 | $10.00 | $4.00 | $0.40 | $5.00 | $15.00 |
 | gpt-5.6-terra | $1.00 | $0.10 | $1.25 | $6.00 | $2.00 | $0.20 | $2.50 | $9.00 |
 | gpt-5.6-luna | $0.10 | $0.01 | $0.125 | $0.60 | $0.20 | $0.02 | $0.25 | $0.90 |
@@ -125,6 +127,7 @@ Flex
 
 | Model | Short context input | Short context cached input | Short context cache writes | Short context output | Long context input | Long context cached input | Long context cache writes | Long context output |
 | --- | --- | --- | --- | --- | --- | --- | --- | --- |
+| gpt-6-astra | $5.00 | $0.50 | $6.25 | $25.00 | $10.00 | $1.00 | $12.50 | $37.50 |
 | gpt-5.6-sol | $2.00 | $0.20 | $2.50 | $10.00 | $4.00 | $0.40 | $5.00 | $15.00 |
 | gpt-5.6-terra | $1.00 | $0.10 | $1.25 | $6.00 | $2.00 | $0.20 | $2.50 | $9.00 |
 | gpt-5.6-luna | $0.10 | $0.01 | $0.125 | $0.60 | $0.20 | $0.02 | $0.25 | $0.90 |
@@ -157,6 +160,7 @@ Fast mode
 
 | Model | Short context input | Short context cached input | Short context cache writes | Short context output | Long context input | Long context cached input | Long context cache writes | Long context output |
 | --- | --- | --- | --- | --- | --- | --- | --- | --- |
+| gpt-6-astra | $20.00 | $2.00 | $25.00 | $100.00 | $40.00 | $4.00 | $50.00 | $150.00 |
 | gpt-5.6-sol | $8.00 | $0.80 | $10.00 | $40.00 | $16.00 | $1.60 | $20.00 | $60.00 |
 | gpt-5.6-terra | $4.00 | $0.40 | $5.00 | $24.00 | $8.00 | $0.80 | $10.00 | $36.00 |
 | gpt-5.6-luna | $0.40 | $0.04 | $0.50 | $2.40 | $0.80 | $0.08 | $1.00 | $3.60 |
@@ -176,7 +180,7 @@ Fast mode
 | o3 | $3.50 | $0.875 | - | $14.00 | - | - | - | - |
 | o4-mini | $2.00 | $0.50 | - | $8.00 | - | - | - | - |
 
-Regional processing (data residency) endpoints are charged a 10% uplift for models released on or after March 5, 2026, that are eligible for data residency. See our [Your data](https://developers.openai.com/api/docs/guides/your-data) guide for supported regions and processing details.
+Fast mode is unavailable for GPT-6 Astra with EU data residency. Use Standard processing for those requests. See [Fast mode compatibility](https://developers.openai.com/api/docs/guides/fast-mode). Regional processing (data residency) endpoints are charged a 10% uplift for models released on or after March 5, 2026, that are eligible for data residency. See our [Your data](https://developers.openai.com/api/docs/guides/your-data) guide for supported regions and processing details.
 
 
 
@@ -204,15 +208,14 @@ Prices per 1M tokens.
 | gpt-5.6-sol | $4.00 | $0.40 | $5.00 | $20.00 | $8.00 | $0.80 | $10.00 | $30.00 |
 | gpt-5.6-cyber | $12.50 | $1.25 | $15.625 | $75.00 | - | - | - | - |
 | gpt-5.5-cyber | $12.50 | $1.25 | - | $75.00 | - | - | - | - |
-| gpt-5.4-cyber | - | - | - | - | - | - | - | - |
 
 
 
-  `daybreak-blue-latest` and `daybreak-red-latest` are
-  aliases that currently point to `gpt-5.6-sol` and 
-  `gpt-5.6-cyber`, respectively. As new frontier models are released
-  through the Daybreak program, these aliases will be updated to point to the
-  latest models, with pricing adjusted to match each underlying model.
+  `gpt-daybreak-blue-latest` and `gpt-daybreak-red-latest` 
+  are aliases that currently point to `gpt-5.6-sol` and 
+  `gpt-5.6-cyber`, respectively. As new models are released through
+  the Daybreak program, these aliases will be updated to point to the latest
+  models, with pricing adjusted to match each underlying model.
 
 
 
@@ -228,6 +231,27 @@ Multimodal models
 
 
 
+To estimate vision model input costs, use the [image input cost
+calculator](https://developers.openai.com/api/docs/guides/image-cost-calculator).
+
+
+  
+
+GPT-Live sessions
+
+
+
+
+[GPT-Live 1](https://developers.openai.com/api/docs/models/gpt-live-1) voice sessions are billed per second,
+without rounding up to a whole minute. Backend model and tool usage is charged
+separately.
+
+### Pricing Table data
+
+| Model | Price per minute |
+| --- | --- |
+| gpt-live-1 | $0.05 |
+
 
 
   
@@ -300,6 +324,10 @@ Standard
 
 | Model | Modality | Input | Cached input | Output |
 | --- | --- | --- | --- | --- |
+| gpt-image-2.5-sunburst | Image | $8.00 | $2.00 | $30.00 |
+| gpt-image-2.5-sunburst | Text | $5.00 | $1.25 | - |
+| gpt-image-2.5-flare | Image | $8.00 | $2.00 | $30.00 |
+| gpt-image-2.5-flare | Text | $5.00 | $1.25 | - |
 | gpt-image-2 | Image | $8.00 | $2.00 | $30.00 |
 | gpt-image-2 | Text | $5.00 | $1.25 | - |
 | gpt-image-1.5 | Image | $8.00 | $2.00 | $32.00 |
@@ -475,12 +503,15 @@ Standard
 | --- | --- | --- | --- | --- |
 | ChatGPT | chat-latest | $5.00 | $0.50 | $30.00 |
 | Codex | gpt-5.3-codex | $1.75 | $0.175 | $14.00 |
+| Life Sciences | gpt-rosalind-research | $5.00 | $0.50 | $25.00 |
 | Search | gpt-5-search-api | $1.25 | $0.125 | $10.00 |
 | Embedding | text-embedding-3-small | $0.02 | - | - |
 | Embedding | text-embedding-3-large | $0.13 | - | - |
 | Embedding | text-embedding-ada-002 | $0.10 | - | - |
 | Moderation | omni-moderation-latest | Free | - | - |
 
+Billing for `gpt-rosalind-research` begins on October 5, 2026. Cache-write pricing does not apply to this model. Access is limited to approved internal research through the [trusted-access program](https://help.openai.com/en/articles/20001193-gpt-rosalind-for-life-sciences-research). All eligible organizations will continue to get access to the latest GPT-Rosalind models as they’re released. Regional processing (data residency) endpoints are charged a 10% uplift for models released on or after March 5, 2026, that are eligible for data residency. See our [Your data](https://developers.openai.com/api/docs/guides/your-data) guide for supported regions and processing details.
+
     
 
     
@@ -496,6 +527,8 @@ Fast mode
 | --- | --- | --- | --- | --- |
 | Codex | gpt-5.3-codex | $3.50 | $0.35 | $28.00 |
 
+Regional processing (data residency) endpoints are charged a 10% uplift for models released on or after March 5, 2026, that are eligible for data residency. See our [Your data](https://developers.openai.com/api/docs/guides/your-data) guide for supported regions and processing details.
+
 
 
 
diff --git a/docs/testing.md b/docs/testing.md
index efcb32162..11a259524 100644
--- a/docs/testing.md
+++ b/docs/testing.md
@@ -56,7 +56,7 @@ npm run test:edge
 
 This uses Deno directly for `supabase/functions/`, including tests that import deployed handler boundaries and remote Deno modules. The npm script declares the allowed filesystem, environment, and loopback-network permissions.
 
-A browser-oriented Vitest pass does not replace native Deno tests.
+A browser-oriented Vitest pass does not replace native Deno tests. The stream accounting handler tests use synthetic OpenRouter responses and inspect audit inserts for complete, interrupted, and truncated streams. The permission list includes the OpenRouter key name because the handler reads it, but these tests require no real provider credentials.
 
 ## Production build
 
diff --git a/package-lock.json b/package-lock.json
index bcf634f89..d46abfc81 100644
--- a/package-lock.json
+++ b/package-lock.json
@@ -90,6 +90,7 @@
         "jsdom": "^20.0.3",
         "postcss": "^8.5.6",
         "tailwindcss": "^3.4.17",
+        "tsx": "4.19.2",
         "typescript": "^5.8.3",
         "typescript-eslint": "^8.38.0",
         "vite": "^7.3.1",
@@ -6799,6 +6800,19 @@
         "node": ">= 0.4"
       }
     },
+    "node_modules/get-tsconfig": {
+      "version": "4.14.3",
+      "resolved": "https://registry.npmjs.org/get-tsconfig/-/get-tsconfig-4.14.3.tgz",
+      "integrity": "sha512-++QEw4DIY7WGoukz+/+A/8dGYPT9l9yIadnmSgZ8Rjr3YVSVDipQSO9CdnJo9ePqFqUUqh+wk9uIaoiAwsiPkA==",
+      "devOptional": true,
+      "license": "MIT",
+      "dependencies": {
+        "resolve-pkg-maps": "^1.0.0"
+      },
+      "funding": {
+        "url": "https://github.com/privatenumber/get-tsconfig?sponsor=1"
+      }
+    },
     "node_modules/glob": {
       "version": "13.0.6",
       "resolved": "https://registry.npmjs.org/glob/-/glob-13.0.6.tgz",
@@ -9908,6 +9922,16 @@
         "node": ">=4"
       }
     },
+    "node_modules/resolve-pkg-maps": {
+      "version": "1.0.0",
+      "resolved": "https://registry.npmjs.org/resolve-pkg-maps/-/resolve-pkg-maps-1.0.0.tgz",
+      "integrity": "sha512-seS2Tj26TBVOC2NIc2rOe2y2ZO7efxITtLZcGSOnHHNOQ7CkiUBfw0Iw2ck6xkIhPwLhKNLS8BO+hEpngQlqzw==",
+      "devOptional": true,
+      "license": "MIT",
+      "funding": {
+        "url": "https://github.com/privatenumber/resolve-pkg-maps?sponsor=1"
+      }
+    },
     "node_modules/reusify": {
       "version": "1.1.0",
       "resolved": "https://registry.npmjs.org/reusify/-/reusify-1.1.0.tgz",
@@ -10759,6 +10783,464 @@
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       "license": "0BSD"
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+      "devOptional": true,
+      "license": "MIT",
+      "dependencies": {
+        "esbuild": "~0.23.0",
+        "get-tsconfig": "^4.7.5"
+      },
+      "bin": {
+        "tsx": "dist/cli.mjs"
+      },
+      "engines": {
+        "node": ">=18.0.0"
+      },
+      "optionalDependencies": {
+        "fsevents": "~2.3.3"
+      }
+    },
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+      "resolved": "https://registry.npmjs.org/@esbuild/aix-ppc64/-/aix-ppc64-0.23.1.tgz",
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+      "license": "MIT",
+      "optional": true,
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+      ],
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+        "x64"
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+        "arm64"
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+      "license": "MIT",
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+        "freebsd"
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+      "cpu": [
+        "x64"
+      ],
+      "license": "MIT",
+      "optional": true,
+      "os": [
+        "freebsd"
+      ],
+      "engines": {
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+      }
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+      "resolved": "https://registry.npmjs.org/@esbuild/linux-arm/-/linux-arm-0.23.1.tgz",
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+      "cpu": [
+        "arm"
+      ],
+      "license": "MIT",
+      "optional": true,
+      "os": [
+        "linux"
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+      "engines": {
+        "node": ">=18"
+      }
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+      "resolved": "https://registry.npmjs.org/@esbuild/linux-arm64/-/linux-arm64-0.23.1.tgz",
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+        "arm64"
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+      "license": "MIT",
+      "optional": true,
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+        "ia32"
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+      "optional": true,
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+        "linux"
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+        "node": ">=18"
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+      "resolved": "https://registry.npmjs.org/@esbuild/linux-loong64/-/linux-loong64-0.23.1.tgz",
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+      "cpu": [
+        "loong64"
+      ],
+      "license": "MIT",
+      "optional": true,
+      "os": [
+        "linux"
+      ],
+      "engines": {
+        "node": ">=18"
+      }
+    },
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+      "resolved": "https://registry.npmjs.org/@esbuild/linux-mips64el/-/linux-mips64el-0.23.1.tgz",
+      "integrity": "sha512-nrFzzMQ7W4WRLNUOU5dlWAqa6yVeI0P78WKGUo7lg2HShq/yx+UYkeNSE0SSfSure0SqgnsxPvmAUu/vu0E+3Q==",
+      "cpu": [
+        "mips64el"
+      ],
+      "license": "MIT",
+      "optional": true,
+      "os": [
+        "linux"
+      ],
+      "engines": {
+        "node": ">=18"
+      }
+    },
+    "node_modules/tsx/node_modules/@esbuild/linux-ppc64": {
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+      "resolved": "https://registry.npmjs.org/@esbuild/linux-ppc64/-/linux-ppc64-0.23.1.tgz",
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+      "cpu": [
+        "ppc64"
+      ],
+      "license": "MIT",
+      "optional": true,
+      "os": [
+        "linux"
+      ],
+      "engines": {
+        "node": ">=18"
+      }
+    },
+    "node_modules/tsx/node_modules/@esbuild/linux-riscv64": {
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+      "resolved": "https://registry.npmjs.org/@esbuild/linux-riscv64/-/linux-riscv64-0.23.1.tgz",
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+        "riscv64"
+      ],
+      "license": "MIT",
+      "optional": true,
+      "os": [
+        "linux"
+      ],
+      "engines": {
+        "node": ">=18"
+      }
+    },
+    "node_modules/tsx/node_modules/@esbuild/linux-s390x": {
+      "version": "0.23.1",
+      "resolved": "https://registry.npmjs.org/@esbuild/linux-s390x/-/linux-s390x-0.23.1.tgz",
+      "integrity": "sha512-9ygs73tuFCe6f6m/Tb+9LtYxWR4c9yg7zjt2cYkjDbDpV/xVn+68cQxMXCjUpYwEkze2RcU/rMnfIXNRFmSoDw==",
+      "cpu": [
+        "s390x"
+      ],
+      "license": "MIT",
+      "optional": true,
+      "os": [
+        "linux"
+      ],
+      "engines": {
+        "node": ">=18"
+      }
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+      "version": "0.23.1",
+      "resolved": "https://registry.npmjs.org/@esbuild/linux-x64/-/linux-x64-0.23.1.tgz",
+      "integrity": "sha512-EV6+ovTsEXCPAp58g2dD68LxoP/wK5pRvgy0J/HxPGB009omFPv3Yet0HiaqvrIrgPTBuC6wCH1LTOY91EO5hQ==",
+      "cpu": [
+        "x64"
+      ],
+      "license": "MIT",
+      "optional": true,
+      "os": [
+        "linux"
+      ],
+      "engines": {
+        "node": ">=18"
+      }
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+    "node_modules/tsx/node_modules/@esbuild/netbsd-x64": {
+      "version": "0.23.1",
+      "resolved": "https://registry.npmjs.org/@esbuild/netbsd-x64/-/netbsd-x64-0.23.1.tgz",
+      "integrity": "sha512-aevEkCNu7KlPRpYLjwmdcuNz6bDFiE7Z8XC4CPqExjTvrHugh28QzUXVOZtiYghciKUacNktqxdpymplil1beA==",
+      "cpu": [
+        "x64"
+      ],
+      "license": "MIT",
+      "optional": true,
+      "os": [
+        "netbsd"
+      ],
+      "engines": {
+        "node": ">=18"
+      }
+    },
+    "node_modules/tsx/node_modules/@esbuild/openbsd-arm64": {
+      "version": "0.23.1",
+      "resolved": "https://registry.npmjs.org/@esbuild/openbsd-arm64/-/openbsd-arm64-0.23.1.tgz",
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+      "cpu": [
+        "arm64"
+      ],
+      "license": "MIT",
+      "optional": true,
+      "os": [
+        "openbsd"
+      ],
+      "engines": {
+        "node": ">=18"
+      }
+    },
+    "node_modules/tsx/node_modules/@esbuild/openbsd-x64": {
+      "version": "0.23.1",
+      "resolved": "https://registry.npmjs.org/@esbuild/openbsd-x64/-/openbsd-x64-0.23.1.tgz",
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+      "cpu": [
+        "x64"
+      ],
+      "license": "MIT",
+      "optional": true,
+      "os": [
+        "openbsd"
+      ],
+      "engines": {
+        "node": ">=18"
+      }
+    },
+    "node_modules/tsx/node_modules/@esbuild/sunos-x64": {
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+      "resolved": "https://registry.npmjs.org/@esbuild/sunos-x64/-/sunos-x64-0.23.1.tgz",
+      "integrity": "sha512-RBRT2gqEl0IKQABT4XTj78tpk9v7ehp+mazn2HbUeZl1YMdaGAQqhapjGTCe7uw7y0frDi4gS0uHzhvpFuI1sA==",
+      "cpu": [
+        "x64"
+      ],
+      "license": "MIT",
+      "optional": true,
+      "os": [
+        "sunos"
+      ],
+      "engines": {
+        "node": ">=18"
+      }
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+      "resolved": "https://registry.npmjs.org/@esbuild/win32-arm64/-/win32-arm64-0.23.1.tgz",
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+      "cpu": [
+        "arm64"
+      ],
+      "license": "MIT",
+      "optional": true,
+      "os": [
+        "win32"
+      ],
+      "engines": {
+        "node": ">=18"
+      }
+    },
+    "node_modules/tsx/node_modules/@esbuild/win32-ia32": {
+      "version": "0.23.1",
+      "resolved": "https://registry.npmjs.org/@esbuild/win32-ia32/-/win32-ia32-0.23.1.tgz",
+      "integrity": "sha512-BcaL0Vn6QwCwre3Y717nVHZbAa4UBEigzFm6VdsVdT/MbZ38xoj1X9HPkZhbmaBGUD1W8vxAfffbDe8bA6AKnQ==",
+      "cpu": [
+        "ia32"
+      ],
+      "license": "MIT",
+      "optional": true,
+      "os": [
+        "win32"
+      ],
+      "engines": {
+        "node": ">=18"
+      }
+    },
+    "node_modules/tsx/node_modules/@esbuild/win32-x64": {
+      "version": "0.23.1",
+      "resolved": "https://registry.npmjs.org/@esbuild/win32-x64/-/win32-x64-0.23.1.tgz",
+      "integrity": "sha512-BHpFFeslkWrXWyUPnbKm+xYYVYruCinGcftSBaa8zoF9hZO4BcSCFUvHVTtzpIY6YzUnYtuEhZ+C9iEXjxnasg==",
+      "cpu": [
+        "x64"
+      ],
+      "license": "MIT",
+      "optional": true,
+      "os": [
+        "win32"
+      ],
+      "engines": {
+        "node": ">=18"
+      }
+    },
+    "node_modules/tsx/node_modules/esbuild": {
+      "version": "0.23.1",
+      "resolved": "https://registry.npmjs.org/esbuild/-/esbuild-0.23.1.tgz",
+      "integrity": "sha512-VVNz/9Sa0bs5SELtn3f7qhJCDPCF5oMEl5cO9/SSinpE9hbPVvxbd572HH5AKiP7WD8INO53GgfDDhRjkylHEg==",
+      "devOptional": true,
+      "hasInstallScript": true,
+      "license": "MIT",
+      "bin": {
+        "esbuild": "bin/esbuild"
+      },
+      "engines": {
+        "node": ">=18"
+      },
+      "optionalDependencies": {
+        "@esbuild/aix-ppc64": "0.23.1",
+        "@esbuild/android-arm": "0.23.1",
+        "@esbuild/android-arm64": "0.23.1",
+        "@esbuild/android-x64": "0.23.1",
+        "@esbuild/darwin-arm64": "0.23.1",
+        "@esbuild/darwin-x64": "0.23.1",
+        "@esbuild/freebsd-arm64": "0.23.1",
+        "@esbuild/freebsd-x64": "0.23.1",
+        "@esbuild/linux-arm": "0.23.1",
+        "@esbuild/linux-arm64": "0.23.1",
+        "@esbuild/linux-ia32": "0.23.1",
+        "@esbuild/linux-loong64": "0.23.1",
+        "@esbuild/linux-mips64el": "0.23.1",
+        "@esbuild/linux-ppc64": "0.23.1",
+        "@esbuild/linux-riscv64": "0.23.1",
+        "@esbuild/linux-s390x": "0.23.1",
+        "@esbuild/linux-x64": "0.23.1",
+        "@esbuild/netbsd-x64": "0.23.1",
+        "@esbuild/openbsd-arm64": "0.23.1",
+        "@esbuild/openbsd-x64": "0.23.1",
+        "@esbuild/sunos-x64": "0.23.1",
+        "@esbuild/win32-arm64": "0.23.1",
+        "@esbuild/win32-ia32": "0.23.1",
+        "@esbuild/win32-x64": "0.23.1"
+      }
+    },
+    "node_modules/tsx/node_modules/fsevents": {
+      "version": "2.3.3",
+      "resolved": "https://registry.npmjs.org/fsevents/-/fsevents-2.3.3.tgz",
+      "integrity": "sha512-5xoDfX+fL7faATnagmWPpbFtwh/R77WmMMqqHGS65C3vvB0YHrgF+B1YmZ3441tMj5n63k0212XNoJwzlhffQw==",
+      "hasInstallScript": true,
+      "license": "MIT",
+      "optional": true,
+      "os": [
+        "darwin"
+      ],
+      "engines": {
+        "node": "^8.16.0 || ^10.6.0 || >=11.0.0"
+      }
+    },
     "node_modules/type-check": {
       "version": "0.4.0",
       "resolved": "https://registry.npmjs.org/type-check/-/type-check-0.4.0.tgz",
diff --git a/package.json b/package.json
index 251e0da33..dd18b311f 100644
--- a/package.json
+++ b/package.json
@@ -108,6 +108,7 @@
     "jsdom": "^20.0.3",
     "postcss": "^8.5.6",
     "tailwindcss": "^3.4.17",
+    "tsx": "4.19.2",
     "typescript": "^5.8.3",
     "typescript-eslint": "^8.38.0",
     "vite": "^7.3.1",
diff --git a/src/pages/AdminPage.tsx b/src/pages/AdminPage.tsx
index f16eaed84..44d3cb93b 100644
--- a/src/pages/AdminPage.tsx
+++ b/src/pages/AdminPage.tsx
@@ -754,7 +754,7 @@ export default function AdminPage() {
                             </div>
                             <p className="text-xs text-muted-foreground">
                                 {stats?.totals.unknownCostRequests
-                                    ? `${stats.totals.unknownCostRequests} requests missing token data`
+                                    ? `${stats.totals.unknownCostRequests} requests with unknown cost`
                                     : 'Known API costs'}
                             </p>
                         </CardContent>
diff --git a/src/test/pages/AdminPage.test.tsx b/src/test/pages/AdminPage.test.tsx
index 9598a958b..51a99df01 100644
--- a/src/test/pages/AdminPage.test.tsx
+++ b/src/test/pages/AdminPage.test.tsx
@@ -375,7 +375,7 @@ describe('AdminPage Integration', () => {
 
         expect(screen.getAllByText('Unknown').length).toBeGreaterThan(0);
         expect(screen.queryByText('$0.0000')).not.toBeInTheDocument();
-        expect(screen.getByText('7 requests missing token data')).toBeInTheDocument();
+        expect(screen.getByText('7 requests with unknown cost')).toBeInTheDocument();
     });
 
     it('creates a demo code and copies the raw code once', async () => {
diff --git a/supabase/functions/_shared/admin-cost.test.ts b/supabase/functions/_shared/admin-cost.test.ts
new file mode 100644
index 000000000..d03e420ff
--- /dev/null
+++ b/supabase/functions/_shared/admin-cost.test.ts
@@ -0,0 +1,102 @@
+import {
+  collectAdminUsagePages,
+  getKnownCost,
+  hasUnknownCost,
+  isCostableAiRequest,
+  isNonAiActivity,
+} from "./admin-cost.ts";
+
+Deno.test("known successful AI rows contribute their stored cost", () => {
+  const row = {
+    feature: "ask",
+    status: "success",
+    cost_usd: 0.0125,
+    input_tokens: 100,
+    output_tokens: 50,
+  };
+
+  if (!isCostableAiRequest(row)) throw new Error("known AI row should be costable");
+  if (hasUnknownCost(row)) throw new Error("known AI row should not be unknown");
+  if (getKnownCost(row) !== 0.0125) throw new Error("known AI cost was not preserved");
+});
+
+Deno.test("unknown successful AI rows are costable but have unknown cost", () => {
+  const row = {
+    feature: "generate",
+    status: "success",
+    cost_usd: null,
+    input_tokens: 100,
+    output_tokens: 50,
+  };
+
+  if (!isCostableAiRequest(row)) throw new Error("unknown AI row should be costable");
+  if (!hasUnknownCost(row)) throw new Error("unknown AI row was not marked unknown");
+  if (getKnownCost(row) !== 0) throw new Error("unknown AI row contributed known cost");
+});
+
+Deno.test("rate-limited rows are not unknown, while provider failures are", () => {
+  const rateLimited = { feature: "ask", status: "rate_limited", cost_usd: 1.25, input_tokens: null, output_tokens: null };
+  if (isCostableAiRequest(rateLimited)) throw new Error("rate-limited row should not be costable");
+  if (hasUnknownCost(rateLimited)) throw new Error("rate-limited row should not be unknown cost");
+  if (getKnownCost(rateLimited) !== 0) throw new Error("rate-limited cost leaked into AI totals");
+
+  for (const status of ["error", "cancelled"]) {
+    const providerFailure = { feature: "ask", status, cost_usd: null, input_tokens: 100, output_tokens: 50 };
+    if (!isCostableAiRequest(providerFailure)) throw new Error(`${status} provider work should be costable`);
+    if (!hasUnknownCost(providerFailure)) throw new Error(`${status} provider work should be unknown cost`);
+  }
+});
+
+Deno.test("successful importer rows remain volume activity without AI cost", () => {
+  const row = {
+    feature: "import_source",
+    status: "success",
+    cost_usd: 1.25,
+    input_tokens: null,
+    output_tokens: null,
+  };
+
+  if (!isNonAiActivity(row)) throw new Error("importer row was classified as AI activity");
+  if (isCostableAiRequest(row)) throw new Error("importer row should not be costable");
+  if (hasUnknownCost(row)) throw new Error("importer row should not be unknown AI cost");
+  if (getKnownCost(row) !== 0) throw new Error("importer cost leaked into AI totals");
+});
+
+Deno.test("invalid stored costs remain unknown instead of becoming free", () => {
+  const row = {
+    feature: "ask",
+    status: "success",
+    cost_usd: Number.NaN,
+    input_tokens: 100,
+    output_tokens: 50,
+  };
+
+  if (!hasUnknownCost(row)) throw new Error("invalid cost should be unknown");
+  if (getKnownCost(row) !== 0) throw new Error("invalid cost should not contribute to known totals");
+});
+
+Deno.test("stored costs stay known when historical token columns are null", () => {
+  const row = {
+    feature: "ask",
+    status: "success",
+    cost_usd: 0.25,
+    input_tokens: null,
+    output_tokens: null,
+  };
+
+  if (hasUnknownCost(row)) throw new Error("stored cost was reclassified as unknown");
+  if (getKnownCost(row) !== 0.25) throw new Error("stored cost was dropped");
+});
+
+Deno.test("admin usage pagination reads past one full page", async () => {
+  const calls: Array<[number, number]> = [];
+  const rows = await collectAdminUsagePages(async (from, to) => {
+    calls.push([from, to]);
+    return { data: from === 0 ? [1, 2] : [3], error: null };
+  }, 2);
+
+  if (rows.join(",") !== "1,2,3") throw new Error(`rows were truncated: ${rows}`);
+  if (JSON.stringify(calls) !== JSON.stringify([[0, 1], [2, 3]])) {
+    throw new Error(`unexpected page ranges: ${JSON.stringify(calls)}`);
+  }
+});
diff --git a/supabase/functions/_shared/admin-cost.ts b/supabase/functions/_shared/admin-cost.ts
new file mode 100644
index 000000000..6aaf12ac6
--- /dev/null
+++ b/supabase/functions/_shared/admin-cost.ts
@@ -0,0 +1,48 @@
+export const IMPORT_SOURCE_FEATURE = "import_source";
+
+export type AdminCostRow = {
+  feature?: string | null;
+  status?: string | null;
+  cost_usd?: number | string | null;
+  input_tokens?: number | null;
+  output_tokens?: number | null;
+};
+
+export function isNonAiActivity(row: Pick<AdminCostRow, "feature">): boolean {
+  return row.feature === IMPORT_SOURCE_FEATURE;
+}
+
+export function isCostableAiRequest(row: Pick<AdminCostRow, "feature" | "status">): boolean {
+  return (row.status === "success" || row.status === "error" || row.status === "cancelled") && !isNonAiActivity(row);
+}
+
+function isKnownCostValue(value: AdminCostRow["cost_usd"]): value is number | string {
+  if (value === null || value === undefined || (typeof value === "string" && value.trim() === "")) return false;
+  const cost = Number(value);
+  return Number.isFinite(cost) && cost >= 0;
+}
+
+export function hasUnknownCost(row: AdminCostRow): boolean {
+  return isCostableAiRequest(row) && !isKnownCostValue(row.cost_usd);
+}
+
+export function getKnownCost(row: AdminCostRow): number {
+  if (!isCostableAiRequest(row) || hasUnknownCost(row)) return 0;
+  if (!isKnownCostValue(row.cost_usd)) return 0;
+  const cost = Number(row.cost_usd);
+  return Number.isFinite(cost) ? cost : 0;
+}
+
+export async function collectAdminUsagePages<T>(
+  loadPage: (from: number, to: number) => Promise<{ data: T[] | null; error: unknown }>,
+  pageSize = 1000,
+): Promise<T[]> {
+  const rows: T[] = [];
+  for (let from = 0;; from += pageSize) {
+    const { data, error } = await loadPage(from, from + pageSize - 1);
+    if (error) throw error;
+    const page = data || [];
+    rows.push(...page);
+    if (page.length < pageSize) return rows;
+  }
+}
diff --git a/supabase/functions/_shared/cost.test.ts b/supabase/functions/_shared/cost.test.ts
index 2538f927b..6217ddcab 100644
--- a/supabase/functions/_shared/cost.test.ts
+++ b/supabase/functions/_shared/cost.test.ts
@@ -1,6 +1,7 @@
 import {
   calculateRequestCost,
   mergeNormalizedUsage,
+  markIncompleteUsage,
   normalizeAnthropicUsage,
   normalizeGoogleUsage,
   normalizeOpenRouterUsage,
@@ -21,7 +22,7 @@ Deno.test("openai standard usage costs input and output at short-context rates",
   if (result.inputTokens !== 1000 || result.outputTokens !== 500) throw new Error("token passthrough failed");
   // 1000/1M * $0.75 + 500/1M * $4.50
   if (!approxEqual(result.costUsd, 0.00075 + 0.00225)) throw new Error(`unexpected cost ${result.costUsd}`);
-  if (result.pricingSnapshotId !== "official-docs-2026-08-22") throw new Error("snapshot id missing");
+  if (result.pricingSnapshotId !== "official-docs-2026-09-19") throw new Error("snapshot id missing");
 });
 
 Deno.test("openai cached and reasoning tokens are not double counted", () => {
@@ -260,3 +261,15 @@ Deno.test("observed usage selection prefers completed usage after abort and supp
     throw new Error("missing usage should remain undefined");
   }
 });
+
+Deno.test("incomplete stream usage preserves observations and fails closed without usage", () => {
+  const raw = { prompt_tokens: 100, completion_tokens: 20 };
+  const observed = normalizeOpenAIUsage(raw);
+  for (const usage of [observed, undefined]) {
+    const marked = markIncompleteUsage(usage);
+    const cost = calculateRequestCost({ provider: "openai", model: "gpt-5.4-mini", usage: marked });
+    if (!marked.incomplete || cost.costUsd !== null) throw new Error("Partial work must remain unknown-cost");
+    if (usage && (marked.raw !== raw || cost.inputTokens !== 100 || cost.outputTokens !== 20)) throw new Error("Observed usage changed");
+  }
+  if (observed.incomplete) throw new Error("Marker mutated original usage");
+});
diff --git a/supabase/functions/_shared/cost.ts b/supabase/functions/_shared/cost.ts
index 2db7b61aa..3c39fc775 100644
--- a/supabase/functions/_shared/cost.ts
+++ b/supabase/functions/_shared/cost.ts
@@ -255,3 +255,8 @@ export function selectObservedUsage(
     ? usageError?.completedUsage ?? usageError?.usage
     : usageError?.usage ?? usageError?.completedUsage;
 }
+
+/** Preserve observed fragments without treating partial provider work as a complete bill. */
+export function markIncompleteUsage(usage?: NormalizedUsage): NormalizedUsage {
+  return { ...usage, incomplete: true };
+}
diff --git a/supabase/functions/_shared/model-pricing.ts b/supabase/functions/_shared/model-pricing.ts
index 1fccbdf75..37f8b797c 100644
--- a/supabase/functions/_shared/model-pricing.ts
+++ b/supabase/functions/_shared/model-pricing.ts
@@ -2,7 +2,7 @@
 // Regenerate with `npx tsx scripts/update-model-pricing.ts`; see docs/pricing-snapshots/metadata.json
 // for retrieval timestamps, content hashes, and per-model findings.
 
-export const PRICING_SNAPSHOT_ID = "official-docs-2026-08-22";
+export const PRICING_SNAPSHOT_ID = "official-docs-2026-09-19";
 
 export const PRICING_SOURCE_URLS: Record<string, string> = {
   openai: "https://platform.openai.com/docs/pricing",
@@ -34,7 +34,7 @@ export interface ModelPricing {
 }
 
 // Every entry below was transcribed from the official pricing page captured in
-// docs/pricing-snapshots/ on 2026-08-22 (snapshot official-docs-2026-08-22). Models absent from this list are
+// docs/pricing-snapshots/ on 2026-09-19 (snapshot official-docs-2026-09-19). Models absent from this list are
 // unknown-priced on purpose: the calculator fails closed with costUsd=null.
 // gemini-3.1-flash-lite-preview has no exact entry on the official page at
 // retrieval time, so it is intentionally missing here.
diff --git a/supabase/functions/admin/index.ts b/supabase/functions/admin/index.ts
index f11fb4fa3..04b878a51 100644
--- a/supabase/functions/admin/index.ts
+++ b/supabase/functions/admin/index.ts
@@ -7,6 +7,7 @@ import {
     validateCreateAnnouncement,
 } from "../_shared/announcements.ts";
 import { generateDemoCode, hashDemoCode, isCreatableDemoRole } from "../_shared/demo-code.ts";
+import { collectAdminUsagePages, getKnownCost, hasUnknownCost, isNonAiActivity } from "../_shared/admin-cost.ts";
 
 // SECURITY: Allow specific origins for CORS
 const ALLOWED_ORIGINS = [
@@ -45,22 +46,6 @@ type UsageByUserRow = {
     unknownCostRequests?: number;
 };
 
-type CostAuditRow = {
-    user_id?: string | null;
-    cost_usd?: number | null;
-    input_tokens?: number | null;
-    output_tokens?: number | null;
-};
-
-function hasUnknownCost(row: CostAuditRow) {
-    return row.cost_usd === null ||
-        row.cost_usd === undefined ||
-        row.input_tokens === null ||
-        row.input_tokens === undefined ||
-        row.output_tokens === null ||
-        row.output_tokens === undefined;
-}
-
 async function getAuthEmailMap(userIds: string[]): Promise<{ resolved: Map<string, string>; failed: string[] }> {
     const wantedIds = new Set(userIds.filter(Boolean));
     const emails = new Map<string, string>();
@@ -318,84 +303,94 @@ Deno.serve(async (req) => {
             since.setDate(since.getDate() - days);
 
             // Total requests and cost
-            const { data: totals } = await supabase
-                .from("ai_requests")
-                .select("id, provider, model, cost_usd, input_tokens, output_tokens, status")
-                .gte("created_at", since.toISOString());
-
-            const totalRequests = totals?.length || 0;
-            const totalCost = totals?.reduce((sum, r) => sum + (r.cost_usd || 0), 0) || 0;
+            const usageRows = await collectAdminUsagePages(async (from, to) => {
+                const { data, error } = await supabase
+                    .from("ai_requests")
+                    .select("id, user_id, feature, provider, model, cost_usd, input_tokens, output_tokens, status, created_at")
+                    .gte("created_at", since.toISOString())
+                    .order("created_at", { ascending: true })
+                    .order("id", { ascending: true })
+                    .range(from, to);
+                return { data, error };
+            });
+            const totalRequests = usageRows.length;
+            const totalCost = usageRows.reduce((sum, r) => sum + getKnownCost(r), 0);
             // "Unknown cost" means a provider request we cannot price. Rows
             // that never reached a provider (rate_limited) are not cost data
             // gaps and must not inflate the unknown count.
-            const isCostableRow = (r: { status: string }) => r.status === "success";
-            const unknownCostRequests = totals?.filter((r) => isCostableRow(r) && hasUnknownCost(r)).length || 0;
-            const successRate = totals?.length
-                ? (totals.filter(r => r.status === "success").length / totals.length) * 100
+            const unknownCostRequests = usageRows.filter((r) => hasUnknownCost(r)).length;
+            const successRate = usageRows.length
+                ? (usageRows.filter(r => r.status === "success").length / usageRows.length) * 100
                 : 100;
 
             // By model: known cost summed per model plus unknown-cost request counts.
             const modelAggregates = new Map<string, { provider: string; model: string; requests: number; cost: number; unknownCostRequests: number }>();
-            totals?.forEach((r) => {
+            usageRows.forEach((r) => {
+                if (isNonAiActivity(r)) return;
                 const key = `${r.provider}/${r.model}`;
                 const entry = modelAggregates.get(key) || { provider: r.provider, model: r.model, requests: 0, cost: 0, unknownCostRequests: 0 };
-                entry.requests += 1; // request volume counts every row; only unknown-cost uses isCostableRow
-                if (r.cost_usd != null && Number.isFinite(Number(r.cost_usd))) entry.cost += Number(r.cost_usd);
-                if (isCostableRow(r) && hasUnknownCost(r)) entry.unknownCostRequests += 1;
+                entry.requests += 1;
+                entry.cost += getKnownCost(r);
+                if (hasUnknownCost(r)) entry.unknownCostRequests += 1;
                 modelAggregates.set(key, entry);
             });
             const byModel = Array.from(modelAggregates.values()).sort((a, b) => b.requests - a.requests);
 
             // Daily breakdown
-            const { data: daily } = await supabase.rpc("get_daily_usage", { days_back: days });
+            const dailyAggregates = new Map<string, { date: string; requests: number; cost: number; errors: number }>();
+            usageRows.forEach((r) => {
+                const date = typeof r.created_at === "string" ? r.created_at.slice(0, 10) : "";
+                if (!date) return;
+                const entry = dailyAggregates.get(date) || { date, requests: 0, cost: 0, errors: 0 };
+                entry.requests += 1;
+                entry.cost += getKnownCost(r);
+                if (r.status !== "success") entry.errors += 1;
+                dailyAggregates.set(date, entry);
+            });
+            const months = ["Jan", "Feb", "Mar", "Apr", "May", "Jun", "Jul", "Aug", "Sep", "Oct", "Nov", "Dec"];
+            const daily = Array.from(dailyAggregates.values())
+                .sort((a, b) => b.date.localeCompare(a.date))
+                .map((row) => ({
+                    ...row,
+                    date: `${months[Number(row.date.slice(5, 7)) - 1] || row.date.slice(5, 7)} ${row.date.slice(8, 10)}`,
+                }));
 
             // By feature
-            const { data: byFeature } = await supabase
-                .from("ai_requests")
-                .select("feature, cost_usd, input_tokens, output_tokens, status")
-                .gte("created_at", since.toISOString());
-
             const featureCounts: Record<string, number> = {};
             const featureAggregates = new Map<string, { feature: string; requests: number; cost: number; unknownCostRequests: number }>();
-            byFeature?.forEach(r => {
+            usageRows.forEach(r => {
                 featureCounts[r.feature] = (featureCounts[r.feature] || 0) + 1;
+                if (isNonAiActivity(r)) return;
                 const entry = featureAggregates.get(r.feature) || { feature: r.feature, requests: 0, cost: 0, unknownCostRequests: 0 };
-                entry.requests += 1; // request volume counts every row; only unknown-cost uses isCostableRow
-                if (r.cost_usd != null && Number.isFinite(Number(r.cost_usd))) entry.cost += Number(r.cost_usd);
-                if (isCostableRow(r) && hasUnknownCost(r)) entry.unknownCostRequests += 1;
+                entry.requests += 1;
+                entry.cost += getKnownCost(r);
+                if (hasUnknownCost(r)) entry.unknownCostRequests += 1;
                 featureAggregates.set(r.feature, entry);
             });
             const byFeatureCost = Array.from(featureAggregates.values()).sort((a, b) => b.requests - a.requests);
 
             // By user (top 10)
-            const { data: rawByUser } = await supabase.rpc("get_usage_by_user", { days_back: days, limit_count: 10 });
-            const byUser = (rawByUser || []) as UsageByUserRow[];
+            const userAggregates = new Map<string, UsageByUserRow>();
+            usageRows.forEach((r) => {
+                if (!r.user_id) return;
+                const entry = userAggregates.get(r.user_id) || { user_id: r.user_id, requests: 0, cost: 0, unknownCostRequests: 0 };
+                entry.requests += 1;
+                entry.cost += getKnownCost(r);
+                if (hasUnknownCost(r)) entry.unknownCostRequests = (entry.unknownCostRequests || 0) + 1;
+                userAggregates.set(r.user_id, entry);
+            });
+            const byUser = Array.from(userAggregates.values())
+                .sort((a, b) => b.requests - a.requests)
+                .slice(0, 10);
             const missingEmailUserIds = byUser
                 .filter((row) => !row.email)
                 .map((row) => row.user_id)
                 .filter(Boolean);
             const userEmails = await getAuthEmailMap(missingEmailUserIds);
-            const topUserIds = byUser.map((row) => row.user_id).filter(Boolean);
-            const unknownCostsByUser = new Map<string, number>();
-            if (topUserIds.length > 0) {
-                const { data: unknownCostRows } = await supabase
-                    .from("ai_requests")
-                    .select("user_id, cost_usd, input_tokens, output_tokens, status")
-                    .in("user_id", topUserIds)
-                    .gte("created_at", since.toISOString())
-                    .eq("status", "success");
-
-                unknownCostRows?.forEach((row) => {
-                    if (!hasUnknownCost(row)) return;
-                    if (!row.user_id) return;
-                    unknownCostsByUser.set(row.user_id, (unknownCostsByUser.get(row.user_id) || 0) + 1);
-                });
-            }
 
             const byUserWithEmail = byUser.map((row) => ({
                 ...row,
                 email: row.email || userEmails.resolved.get(row.user_id) || null,
-                unknownCostRequests: unknownCostsByUser.get(row.user_id) || 0,
             }));
 
             return new Response(JSON.stringify({
diff --git a/supabase/functions/ai-stream/handler_test.ts b/supabase/functions/ai-stream/handler_test.ts
index c8e0dce10..0a7218098 100644
--- a/supabase/functions/ai-stream/handler_test.ts
+++ b/supabase/functions/ai-stream/handler_test.ts
@@ -135,6 +135,10 @@ Deno.test("streaming Ask forwards the shared prompt and returns provider SSE", a
     if (providerRequest?.model !== "z-ai/glm-5.3-flash") {
       throw new Error(`unexpected OpenRouter model: ${String(providerRequest?.model)}`);
     }
+    const streamOptions = providerRequest?.stream_options as { include_usage?: unknown } | undefined;
+    if (streamOptions?.include_usage !== true) {
+      throw new Error("streaming handler did not request terminal usage");
+    }
     const system = messages?.find((message) => message.role === "system")?.content ?? "";
     assertIncludes(system, "Answer in clear Markdown that can stream smoothly token by token.");
     assertIncludes(system, "Follow any explicit output-language instruction.");
diff --git a/supabase/functions/ai-stream/index.ts b/supabase/functions/ai-stream/index.ts
index 1cf204aa0..91a6228b2 100644
--- a/supabase/functions/ai-stream/index.ts
+++ b/supabase/functions/ai-stream/index.ts
@@ -28,6 +28,7 @@ import { buildStreamingAskSystemPrompt } from "../_shared/prompts.ts";
 import {
   calculateRequestCost,
   type CostResult,
+  markIncompleteUsage,
   normalizeOpenRouterUsage,
   type NormalizedUsage,
 } from "../_shared/cost.ts";
@@ -283,15 +284,7 @@ async function logUsage(
       raw_usage: cost.rawUsage ?? null,
     };
 
-    let { error } = await supabase.from("ai_requests").insert({ ...row, ...auditFields });
-    // Retry only when the audit columns do not exist yet (Postgres 42703 or
-    // PostgREST PGRST204). Any other error must not retry: the first insert
-    // may have committed, and a second would double-log the request.
-    const isMissingColumn = error?.code === "42703" || error?.code === "PGRST204";
-    if (error && isMissingColumn) {
-      console.warn("[AI STREAM] Audit columns missing; logging base row only:", error.message);
-      ({ error } = await supabase.from("ai_requests").insert(row));
-    }
+    const { error } = await supabase.from("ai_requests").insert({ ...row, ...auditFields });
     if (error) throw error;
   } catch (err) {
     console.warn("[AI STREAM] Failed to log usage:", err);
@@ -391,14 +384,12 @@ export async function handleRequest(req: Request): Promise<Response> {
       const encoder = new TextEncoder();
       let accumulated = "";
       let streamUsageRaw: Record<string, unknown> | undefined;
-      let streamIncomplete = false;
       let streamSawDone = false;
       let streamSawFinishReason = false;
       const collectUsage = (): NormalizedUsage => {
-        const usage = streamUsageRaw
+        return streamUsageRaw
           ? normalizeOpenRouterUsage(streamUsageRaw)
           : { raw: { stream_usage_missing: true } };
-        return streamIncomplete ? { ...usage, incomplete: true } : usage;
       };
 
       const emit = (event: string, payload: Record<string, unknown>) => {
@@ -425,6 +416,7 @@ export async function handleRequest(req: Request): Promise<Response> {
           reasoning: { effort: reasoningEffort, exclude: true },
           provider: { require_parameters: true },
           stream: true,
+          stream_options: { include_usage: true },
         };
         if (modelEntry.supportsTemperature) payload.temperature = temperature;
 
@@ -487,6 +479,7 @@ export async function handleRequest(req: Request): Promise<Response> {
           }
         }
 
+        if (req.signal.aborted) throw new DOMException("Client aborted", "AbortError");
         if (!streamSawDone && !streamSawFinishReason) {
           throw new Error("OpenRouter stream ended before completion");
         }
@@ -502,22 +495,22 @@ export async function handleRequest(req: Request): Promise<Response> {
         };
 
         if (!req.signal.aborted) {
-          emit("final", { output });
+          try { emit("final", { output }); } catch { /* client disconnected after provider completion */ }
         }
         await logUsage(user.id, OPENROUTER_PROVIDER, model, collectUsage(), Date.now() - startedAt);
       } catch (err) {
-        streamIncomplete = true;
         cancelUpstream();
         const errorMessage = err instanceof Error ? err.message : "Streaming failed";
         const isAbort = req.signal.aborted || (err instanceof DOMException && err.name === "AbortError");
         if (!isAbort) {
-          emit("error", { message: errorMessage });
+          try { emit("error", { message: errorMessage }); } catch { /* client disconnected */ }
         }
+        const observedUsage = collectUsage();
         await logUsage(
           user.id,
           OPENROUTER_PROVIDER,
           model,
-          collectUsage(),
+          markIncompleteUsage(observedUsage),
           Date.now() - startedAt,
           isAbort ? "cancelled" : "error",
           isAbort ? "client_abort" : "stream_error",
diff --git a/supabase/functions/ai-stream/index_test.ts b/supabase/functions/ai-stream/index_test.ts
new file mode 100644
index 000000000..d04aad787
--- /dev/null
+++ b/supabase/functions/ai-stream/index_test.ts
@@ -0,0 +1,177 @@
+function jsonResponse(body: unknown, status = 200): Response {
+  return new Response(JSON.stringify(body), {
+    status,
+    headers: { "Content-Type": "application/json" },
+  });
+}
+
+for (const [key, value] of Object.entries({
+  SUPABASE_URL: "https://supabase.test",
+  SUPABASE_SERVICE_ROLE_KEY: "test-service-role-key",
+  OPENROUTER_API_KEY: "test-openrouter-key",
+})) Deno.env.set(key, value);
+
+const { handleRequest } = await import("./index.ts");
+
+type Scenario = "complete" | "audit-error" | "truncated" | "provider-error" | "provider-error-after-finish" | "aborted" | "aborted-after-finish";
+
+const usage = {
+  prompt_tokens: 12,
+  completion_tokens: 7,
+  total_tokens: 19,
+  cost: 0.0019,
+};
+
+function request(signal?: AbortSignal): Request {
+  return new Request("http://127.0.0.1/functions/v1/ai-stream", {
+    method: "POST",
+    signal,
+    headers: { Authorization: "Bearer test-user-token", "Content-Type": "application/json" },
+    body: JSON.stringify({
+      feature: "ask",
+      model: "z-ai/glm-5.3-flash",
+      input: { message: "Hello", mode: "general" },
+    }),
+  });
+}
+
+function framesFor(scenario: Exclude<Scenario, "aborted">): string {
+  const usageFrame = `data: ${JSON.stringify({ choices: [], usage })}\n\n`;
+  if (scenario === "complete" || scenario === "audit-error") {
+    return [
+      `data: ${JSON.stringify({ choices: [{ delta: { content: "Hello" } }] })}\n\n`,
+      usageFrame,
+      "data: [DONE]\n\n",
+    ].join("");
+  }
+  if (scenario === "truncated") {
+    return [
+      `data: ${JSON.stringify({ choices: [{ delta: { content: "Partial" } }] })}\n\n`,
+      usageFrame,
+    ].join("");
+  }
+  if (scenario === "provider-error-after-finish") {
+    return [
+      usageFrame,
+      `data: ${JSON.stringify({ choices: [{ delta: {}, finish_reason: "stop" }] })}\n\n`,
+      `data: ${JSON.stringify({ error: { message: "provider exploded" } })}\n\n`,
+    ].join("");
+  }
+  return [
+    usageFrame,
+    `data: ${JSON.stringify({ error: { message: "provider exploded" } })}\n\n`,
+  ].join("");
+}
+
+async function runScenario(scenario: Scenario) {
+  const rows: Array<Record<string, unknown>> = [];
+  let providerCalls = 0;
+  let providerStartedResolve = () => {};
+  const providerStarted = new Promise<void>((resolve) => providerStartedResolve = resolve);
+  const originalFetch = globalThis.fetch;
+  const encoder = new TextEncoder();
+
+  globalThis.fetch = (async (input: Request | URL | string, init?: RequestInit) => {
+    const url = new URL(input instanceof Request ? input.url : String(input));
+
+    if (url.origin === "https://supabase.test") {
+      if (url.pathname === "/auth/v1/user") return jsonResponse({ id: "user-1", aud: "authenticated" });
+      if (url.pathname.includes("/rest/v1/user_roles")) return jsonResponse({ role: "user" });
+      if (url.pathname.includes("/rest/v1/user_settings")) {
+        return jsonResponse({
+          subscription_tier: "trial",
+          daily_limit_override: 50,
+          trial_ends_at: "2099-01-01T00:00:00.000Z",
+          grace_period_ends_at: null,
+        });
+      }
+      if (url.pathname.includes("/rest/v1/rate_limits")) return jsonResponse({ limit_value: 50 });
+      if (url.pathname.includes("/rest/v1/rpc/consume_daily_quota")) {
+        return jsonResponse([{ allowed: true, current_count: 1 }]);
+      }
+      if (url.pathname.includes("/rest/v1/ai_requests")) {
+        rows.push(JSON.parse(String(init?.body)) as Record<string, unknown>);
+        return scenario === "audit-error"
+          ? jsonResponse({ code: "PGRST204", message: "Missing audit column" }, 400)
+          : new Response(null, { status: 201 });
+      }
+      throw new Error(`Unexpected Supabase request: ${url}`);
+    }
+
+    if (url.href !== "https://openrouter.ai/api/v1/chat/completions") {
+      throw new Error(`Unexpected request: ${url}`);
+    }
+    providerCalls += 1;
+    if (scenario !== "aborted" && scenario !== "aborted-after-finish") {
+      return new Response(framesFor(scenario), { headers: { "Content-Type": "text/event-stream" } });
+    }
+
+    const body = new ReadableStream<Uint8Array>({
+      start(controller) {
+        controller.enqueue(encoder.encode(`data: ${JSON.stringify({ choices: [{ delta: { content: "Partial" } }] })}\n\n`));
+        controller.enqueue(encoder.encode(`data: ${JSON.stringify({ choices: [], usage })}\n\n`));
+        if (scenario === "aborted-after-finish") {
+          controller.enqueue(encoder.encode(`data: ${JSON.stringify({ choices: [{ delta: {}, finish_reason: "stop" }] })}\n\n`));
+        }
+        providerStartedResolve();
+        init?.signal?.addEventListener("abort", () => {
+          if (scenario === "aborted-after-finish") controller.close();
+          else controller.error(new DOMException("Upstream aborted", "AbortError"));
+        }, { once: true });
+      },
+      pull() {
+        return new Promise<void>(() => {});
+      },
+    });
+    return new Response(body, { headers: { "Content-Type": "text/event-stream" } });
+  }) as typeof fetch;
+
+  try {
+    const caller = new AbortController();
+    const response = await handleRequest(request(caller.signal));
+    const bodyPromise = response.text();
+    if (scenario === "aborted" || scenario === "aborted-after-finish") {
+      await providerStarted;
+      if (scenario === "aborted-after-finish") {
+        await new Promise((resolve) => setTimeout(resolve, 5));
+      }
+      caller.abort();
+    }
+    return { body: await bodyPromise, providerCalls, rows };
+  } finally {
+    globalThis.fetch = originalFetch;
+  }
+}
+
+Deno.test("OpenRouter stream accounting bills only completed work", async () => {
+  for (const scenario of ["complete", "audit-error", "truncated", "provider-error", "provider-error-after-finish", "aborted", "aborted-after-finish"] as const) {
+    const result = await runScenario(scenario);
+    if (result.providerCalls !== 1) throw new Error(`${scenario}: expected one provider call, got ${result.providerCalls}`);
+    if (result.rows.length !== 1) throw new Error(`${scenario}: expected one audit insert, got ${result.rows.length}`);
+
+    const row = result.rows[0];
+    if (row.provider !== "openrouter") throw new Error(`${scenario}: wrong provider ${String(row.provider)}`);
+    if (row.input_tokens !== usage.prompt_tokens || row.output_tokens !== usage.completion_tokens) {
+      throw new Error(`${scenario}: observed token counts were lost: ${JSON.stringify(row)}`);
+    }
+    const rawUsage = row.raw_usage as Record<string, unknown> | null;
+    if (rawUsage?.prompt_tokens !== usage.prompt_tokens || rawUsage?.completion_tokens !== usage.completion_tokens) {
+      throw new Error(`${scenario}: raw provider usage was lost: ${JSON.stringify(row)}`);
+    }
+
+    if (scenario === "complete" || scenario === "audit-error") {
+      if (row.status !== "success" || row.cost_usd !== usage.cost || !result.body.includes("event: final")) {
+        throw new Error(`complete stream was not billed: ${JSON.stringify(row)}\n${result.body}`);
+      }
+      continue;
+    }
+
+    const expectedStatus = scenario === "aborted" || scenario === "aborted-after-finish" ? "cancelled" : "error";
+    if (row.status !== expectedStatus || row.cost_usd !== null || result.body.includes("event: final")) {
+      throw new Error(`${scenario} stream was billed or completed: ${JSON.stringify(row)}\n${result.body}`);
+    }
+    if (scenario !== "aborted" && scenario !== "aborted-after-finish" && !result.body.includes("event: error")) {
+      throw new Error(`${scenario} stream did not emit an SSE error: ${result.body}`);
+    }
+  }
+});
diff --git a/supabase/functions/ai/index.ts b/supabase/functions/ai/index.ts
index a64c1aac6..ef4fd4d54 100644
--- a/supabase/functions/ai/index.ts
+++ b/supabase/functions/ai/index.ts
@@ -431,15 +431,7 @@ async function logUsage(
       raw_usage: cost.rawUsage ?? null,
     };
 
-    let { error } = await supabase.from("ai_requests").insert({ ...row, ...auditFields });
-    // Retry only when the audit columns do not exist yet (Postgres 42703 or
-    // PostgREST PGRST204). Any other error must not retry: the first insert
-    // may have committed, and a second would double-log the request.
-    const isMissingColumn = error?.code === "42703" || error?.code === "PGRST204";
-    if (error && isMissingColumn) {
-      console.warn("[USAGE LOG] Audit columns missing; logging base row only:", error.message);
-      ({ error } = await supabase.from("ai_requests").insert(row));
-    }
+    const { error } = await supabase.from("ai_requests").insert({ ...row, ...auditFields });
     if (error) throw error;
   } catch (err) {
     console.warn("[USAGE LOG] Failed to log:", err);