diff --git a/docs/operations.md b/docs/operations.md
index 84f62d23d..bec724261 100644
--- a/docs/operations.md
+++ b/docs/operations.md
@@ -58,15 +58,15 @@ The free tools under `/tools` ([`src/pages/tools/`](../src/pages/tools/)) are pr
 
 [`scripts/sitemap.mjs`](../scripts/sitemap.mjs) then writes `dist/sitemap.xml` from every page in `dist/` that names itself as canonical and is not `noindex`. Each `<lastmod>` is the `dateModified` the page declares in its JSON-LD: the guide pages' `CONTENT_DATE` in [`scripts/generate_seo_content.py`](../scripts/generate_seo_content.py), the legal pages' "last updated" dates, the tool pages' `TOOL_PAGES_MODIFIED`, and the landing page's last source commit. A page without a date is listed without `<lastmod>`.
 
-[`scripts/check-site.mjs`](../scripts/check-site.mjs) runs next and fails the build when an internal link, a `#fragment`, a sitemap URL or an `llms.txt` URL does not resolve (it applies the `vercel.json` redirects and rewrites), when JSON-LD does not parse or carries HTML entities, when an indexed page other than `/terms`, `/privacy`, and `/expocit/sources` lacks its question H2 (`#short-answer`) as the first H2, or when an image has no alt text, a button has no name or a form field has no label.
+[`scripts/check-site.mjs`](../scripts/check-site.mjs) runs next and fails the build when an internal link, a `#fragment`, a sitemap URL or an `llms.txt` URL does not resolve (it applies the `vercel.json` redirects and rewrites), when JSON-LD does not parse or carries HTML entities, when an indexed page other than `/terms`, `/privacy`, and `/expocit/sources` lacks its question H2 (`#short-answer`) as the first H2, when a page's first heading is not its H1 or a heading skips a level (H1 to H3), or when an image has no alt text, a button has no name or a form field has no label.
 
-The guide pages in `public/<slug>/index.html` are generated, not hand-edited: run `python3 scripts/generate_seo_content.py` and commit its output. Short pages live in its `PAGES` list; pages with long-form copy, their own highlight-card descriptions, and their own FAQs (which also feed the page's FAQPage JSON-LD) live in [`scripts/seo_guides.py`](../scripts/seo_guides.py). Keep `PAGES` in order, because each page's related-guide links are picked by position. A guide entry can set its own `modified` date, which overrides `CONTENT_DATE` for that page alone.
+The guide pages in `public/<slug>/index.html` are generated, not hand-edited: run `python3 scripts/generate_seo_content.py` and commit its output. Short pages live in its `PAGES` list; pages with long-form copy, their own highlight-card descriptions, and their own FAQs (which also feed the page's FAQPage JSON-LD) live in [`scripts/seo_guides.py`](../scripts/seo_guides.py). Keep `PAGES` in order, because each page's related-guide links are picked by position. A guide entry can set its own `modified` date, which overrides `CONTENT_DATE` for that page alone. Pages that show the shared `FAQS` are dated no earlier than `FAQS_DATE`, so move it when those questions change.
 
 Every guide opens with the reader's main question as its first H2 and an answer of at most 100 words, kept in [`scripts/seo_answers.py`](../scripts/seo_answers.py); the generator refuses a page without one or with a longer answer. Each guide shows visible "Published" and "Updated" dates (`PUBLISHED_DATE` or a `published` key, and the `modified` date) that match its Article JSON-LD. Prices and plan facts are stated "as of" the month in `factsCheckedOn` in `src/config/site.json`; move that date when you recheck them, and the generated About line on every guide, `llms.txt` and the landing page follow. Copy in `seo_guides.py` and `seo_answers.py` that names the month itself (prices and competitor facts) needs the same edit: search those files for "As of". The generator also writes `public/llms.txt`, the plain summary for AI agents. `public/robots.txt` allows AI crawlers by name in their own group, which repeats the private-route rules because a crawler that matches a named group ignores `*`.
 
 To retire a guide, delete its `PAGES` entry and its `public/<slug>/` folder (the generator never deletes), add its redirects to `vercel.json`, and repoint any link to it. Two guides that answer the same search should become one page, not two thin ones.
 
-The site origin, product name, brand line, and organization name live in [`src/config/site.json`](../src/config/site.json). The app's head tags, the prerender and sitemap scripts, and the guide generator all read it, and guide copy names the product with a `{product}` token. Do not hardcode those strings in new code or copy.
+The site origin, product name, brand line, and organization name live in [`src/config/site.json`](../src/config/site.json). The app's head tags, the prerender and sitemap scripts, and the guide generator all read it, and guide copy names the product with a `{product}` token and the Pro price with `{pro_price}`. The number of prep modes comes from the tool lists in [`tool-links.tsx`](../src/components/features/tools/tool-links.tsx): the app's copy reads `PREP_MODE_COUNT` and `UTILITY_COUNT`, and guide copy uses `{mode_count}`, `{mode_names}` and `{utility_names}`. Do not hardcode those strings in new code or copy.
 
 [`src/test/vercel-deployment-config.test.ts`](../src/test/vercel-deployment-config.test.ts) guards these rules. Update it together with `vercel.json`, and do not paste the full configuration into another guide.
 
diff --git a/docs/testing.md b/docs/testing.md
index 8200a4ce1..ffbf05e79 100644
--- a/docs/testing.md
+++ b/docs/testing.md
@@ -102,7 +102,7 @@ This sends one tiny typed choice to OpenRouter's Decisions endpoint using the pi
 npm run build
 ```
 
-This proves the Vite production bundle compiles, prerenders the public pages, checks the built site's links, fragments, JSON-LD and basic accessibility with `scripts/check-site.mjs`, and then walks the emitted Vite manifest to reject feature-only PDF, DOCX, chart, ReactFlow, export, and Admin modules, the Spanish and Hungarian catalogs, and the signed-in layout from the static `index.html` dependency graph. It does not prove authentication, database behavior, provider access, or production deployment.
+This proves the Vite production bundle compiles, prerenders the public pages, checks the built site's links, fragments, JSON-LD and basic accessibility (including heading order) with `scripts/check-site.mjs`, and then walks the emitted Vite manifest to reject feature-only PDF, DOCX, chart, ReactFlow, export, and Admin modules, the Spanish and Hungarian catalogs, and the signed-in layout from the static `index.html` dependency graph. It does not prove authentication, database behavior, provider access, or production deployment.
 
 ## Production service-worker smoke
 
diff --git a/public/ai-debate-case-generator/index.html b/public/ai-debate-case-generator/index.html
index 242298b8f..36025f782 100644
--- a/public/ai-debate-case-generator/index.html
+++ b/public/ai-debate-case-generator/index.html
@@ -22,7 +22,7 @@
   <meta name="twitter:image" content="https://debate.pi-stack.org/hero-visual.jpg" />
   <meta name="twitter:image:alt" content="DebateLab debate prep workspace preview" />
   <link rel="stylesheet" href="/seo-pages.css" />
-  <script type="application/ld+json">{"@context":"https://schema.org","@graph":[{"@type":"Article","headline":"AI Debate Case Generator with Citations","name":"AI Debate Case Generator with Citations | DebateLab","url":"https://debate.pi-stack.org/ai-debate-case-generator","description":"Use an AI debate case generator to draft structured cases with claims, warrants, impacts, and evidence leads, then verify sources before round.","inLanguage":"en","dateModified":"2026-10-21","datePublished":"2026-07-05","author":{"@type":"Organization","@id":"https://debate.pi-stack.org/#organization","name":"Pi-Stack","url":"https://debate.pi-stack.org/"},"publisher":{"@type":"Organization","@id":"https://debate.pi-stack.org/#organization","name":"Pi-Stack","url":"https://debate.pi-stack.org/"},"about":{"@id":"https://debate.pi-stack.org/#software"}},{"@type":"FAQPage","mainEntity":[{"@type":"Question","name":"Can an AI debate case generator write a case I can actually use?","acceptedAnswer":{"@type":"Answer","text":"It can write a usable draft, not a finished case. A good generator gives you a thesis, a framework, contentions with warrants and impacts, the case the other side is likely to run, and counters to it. Treat its citations as research leads: open every source, confirm the exact claim and record the full citation. The judgement calls, such as which contention to cut and where to pre-empt the opposition, stay with you. Rewrite the case in your own words, because judges can hear when you are reading a draft for the first time."}},{"@type":"Question","name":"Does the case generator write a complete case?","acceptedAnswer":{"@type":"Answer","text":"It writes a complete draft: thesis, framework, contentions with warrants and impacts, the likely opposing case and counters. Treat it as a structure to cut, verify and rewrite in your own words."}},{"@type":"Question","name":"Are the generated citations reliable?","acceptedAnswer":{"@type":"Answer","text":"They are research leads. Every draft is researched on the web and lists the sources it found, and a contention that still needs evidence is marked Needs Source. Open every source, confirm the exact claim and record the full citation before using it."}},{"@type":"Question","name":"Which debate formats does the generator support?","acceptedAnswer":{"@type":"Answer","text":"Set the Current Debate's format to British Parliamentary, Policy, Classroom or Custom, and Generate reads it along with the debate's Instructions. Generate's own speaker roles (introductor, R1, R2 and conclusor) follow the School 4-6-6-3 format. For WSDC, Public Forum and Lincoln-Douglas, use Custom and describe the structure in the Instructions."}},{"@type":"Question","name":"Can I change one part of a case without starting over?","acceptedAnswer":{"@type":"Answer","text":"Yes. Regenerate a single section and the rest of the case stays on screen unchanged."}},{"@type":"Question","name":"Can I export a generated case?","acceptedAnswer":{"@type":"Answer","text":"Yes. Cases export to PDF and DOCX, and cases created in a Current Debate are saved to it automatically."}}]},{"@type":"BreadcrumbList","itemListElement":[{"@type":"ListItem","position":1,"name":"DebateLab by Pi-Stack","item":"https://debate.pi-stack.org/"},{"@type":"ListItem","position":2,"name":"AI Debate Case Generator with Citations","item":"https://debate.pi-stack.org/ai-debate-case-generator"}]}]}</script>
+  <script type="application/ld+json">{"@context":"https://schema.org","@graph":[{"@type":"Article","headline":"AI Debate Case Generator with Citations","name":"AI Debate Case Generator with Citations | DebateLab","url":"https://debate.pi-stack.org/ai-debate-case-generator","description":"Use an AI debate case generator to draft structured cases with claims, warrants, impacts, and evidence leads, then verify sources before round.","inLanguage":"en","dateModified":"2026-10-21","datePublished":"2026-07-05","author":{"@type":"Organization","@id":"https://debate.pi-stack.org/#organization","name":"Pi-Stack","url":"https://debate.pi-stack.org/","logo":"https://debate.pi-stack.org/icon-1024.png"},"publisher":{"@type":"Organization","@id":"https://debate.pi-stack.org/#organization","name":"Pi-Stack","url":"https://debate.pi-stack.org/","logo":"https://debate.pi-stack.org/icon-1024.png"},"about":{"@id":"https://debate.pi-stack.org/#software"}},{"@type":"FAQPage","mainEntity":[{"@type":"Question","name":"Can an AI debate case generator write a case I can actually use?","acceptedAnswer":{"@type":"Answer","text":"It can write a usable draft, not a finished case. A good generator gives you a thesis, a framework, contentions with warrants and impacts, the case the other side is likely to run, and counters to it. Treat its citations as research leads: open every source, confirm the exact claim and record the full citation. The judgement calls, such as which contention to cut and where to pre-empt the opposition, stay with you. Rewrite the case in your own words, because judges can hear when you are reading a draft for the first time."}},{"@type":"Question","name":"Does the case generator write a complete case?","acceptedAnswer":{"@type":"Answer","text":"It writes a complete draft: thesis, framework, contentions with warrants and impacts, the likely opposing case and counters. Treat it as a structure to cut, verify and rewrite in your own words."}},{"@type":"Question","name":"Are the generated citations reliable?","acceptedAnswer":{"@type":"Answer","text":"They are research leads. Every draft is researched on the web and lists the sources it found, and a contention that still needs evidence is marked Needs Source. Open every source, confirm the exact claim and record the full citation before using it."}},{"@type":"Question","name":"Which debate formats does the generator support?","acceptedAnswer":{"@type":"Answer","text":"Set the Current Debate's format to British Parliamentary, Policy, Classroom or Custom, and Generate reads it along with the debate's Instructions. Generate's own speaker roles (introductor, R1, R2 and conclusor) follow the School 4-6-6-3 format. For WSDC, Public Forum and Lincoln-Douglas, use Custom and describe the structure in the Instructions."}},{"@type":"Question","name":"Can I change one part of a case without starting over?","acceptedAnswer":{"@type":"Answer","text":"Yes. Regenerate a single section and the rest of the case stays on screen unchanged."}},{"@type":"Question","name":"Can I export a generated case?","acceptedAnswer":{"@type":"Answer","text":"Yes. Cases export to PDF and DOCX, and cases created in a Current Debate are saved to it automatically."}}]},{"@type":"BreadcrumbList","itemListElement":[{"@type":"ListItem","position":1,"name":"DebateLab by Pi-Stack","item":"https://debate.pi-stack.org/"},{"@type":"ListItem","position":2,"name":"AI Debate Case Generator with Citations","item":"https://debate.pi-stack.org/ai-debate-case-generator"}]}]}</script>
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diff --git a/public/ai-debate-coach/index.html b/public/ai-debate-coach/index.html
index 1bb6973ae..a3cdeea25 100644
--- a/public/ai-debate-coach/index.html
+++ b/public/ai-debate-coach/index.html
@@ -22,7 +22,7 @@
   <meta name="twitter:image" content="https://debate.pi-stack.org/hero-visual.jpg" />
   <meta name="twitter:image:alt" content="DebateLab debate prep workspace preview" />
   <link rel="stylesheet" href="/seo-pages.css" />
-  <script type="application/ld+json">{"@context":"https://schema.org","@graph":[{"@type":"Article","headline":"Ask an AI Debate Coach for Round-Ready Prep","name":"AI Debate Coach for Strategy, Structure & Practice | DebateLab","url":"https://debate.pi-stack.org/ai-debate-coach","description":"Ask DebateLab's AI debate coach for help with strategy, argument structure, weighing, rebuttals, speeches, prep questions, and practice feedback.","inLanguage":"en","dateModified":"2026-10-21","datePublished":"2026-07-05","author":{"@type":"Organization","@id":"https://debate.pi-stack.org/#organization","name":"Pi-Stack","url":"https://debate.pi-stack.org/"},"publisher":{"@type":"Organization","@id":"https://debate.pi-stack.org/#organization","name":"Pi-Stack","url":"https://debate.pi-stack.org/"},"about":{"@id":"https://debate.pi-stack.org/#software"}},{"@type":"FAQPage","mainEntity":[{"@type":"Question","name":"Can an AI debate coach actually help you prepare?","acceptedAnswer":{"@type":"Answer","text":"Yes, as a partner for thinking problems through: burdens, clash, weighing, speech structure and why a practice speech did not land. It works best with specific questions that name the format, your side and speaker role, what is already on the table and what you are stuck on. Vague questions get generic answers. Treat any sources it cites as leads to check. An AI coach has not watched you speak and does not know your judges or your partner, so take its conclusions to your human coach or team and let them correct what does not fit."}},{"@type":"Question","name":"What can I ask the AI debate coach?","acceptedAnswer":{"@type":"Answer","text":"Anything you would ask a coach between rounds: burdens, clash, weighing, speech structure, how to answer a specific argument, or why a practice speech did not land. Specific questions with format, side and speaker role get the best answers."}},{"@type":"Question","name":"Does the coach know my case?","acceptedAnswer":{"@type":"Answer","text":"It knows your Current Debate: the motion, and the Library sources you have marked active. Paste a speech or a case section into the question when you want feedback on that exact text."}},{"@type":"Question","name":"Can the AI coach cite sources?","acceptedAnswer":{"@type":"Answer","text":"Yes. Turn on Citations in Ask and the answer includes sources you can open. Check each one against the original before using it in a round."}},{"@type":"Question","name":"Will the coach write my speeches for me?","acceptedAnswer":{"@type":"Answer","text":"It can draft an outline or a passage, but you will speak better from structure you understand. Use it to find what is missing, then write the speech in your own words."}},{"@type":"Question","name":"How is this different from a general AI chatbot?","acceptedAnswer":{"@type":"Answer","text":"The coach works inside one debate at a time, so it keeps your motion, debate settings and sources in context, and it is set up for debate questions rather than essays."}}]},{"@type":"BreadcrumbList","itemListElement":[{"@type":"ListItem","position":1,"name":"DebateLab by Pi-Stack","item":"https://debate.pi-stack.org/"},{"@type":"ListItem","position":2,"name":"Ask an AI Debate Coach for Round-Ready Prep","item":"https://debate.pi-stack.org/ai-debate-coach"}]}]}</script>
+  <script type="application/ld+json">{"@context":"https://schema.org","@graph":[{"@type":"Article","headline":"Ask an AI Debate Coach for Round-Ready Prep","name":"AI Debate Coach for Strategy, Structure & Practice | DebateLab","url":"https://debate.pi-stack.org/ai-debate-coach","description":"Ask DebateLab's AI debate coach for help with strategy, argument structure, weighing, rebuttals, speeches, prep questions, and practice feedback.","inLanguage":"en","dateModified":"2026-10-21","datePublished":"2026-07-05","author":{"@type":"Organization","@id":"https://debate.pi-stack.org/#organization","name":"Pi-Stack","url":"https://debate.pi-stack.org/","logo":"https://debate.pi-stack.org/icon-1024.png"},"publisher":{"@type":"Organization","@id":"https://debate.pi-stack.org/#organization","name":"Pi-Stack","url":"https://debate.pi-stack.org/","logo":"https://debate.pi-stack.org/icon-1024.png"},"about":{"@id":"https://debate.pi-stack.org/#software"}},{"@type":"FAQPage","mainEntity":[{"@type":"Question","name":"Can an AI debate coach actually help you prepare?","acceptedAnswer":{"@type":"Answer","text":"Yes, as a partner for thinking problems through: burdens, clash, weighing, speech structure and why a practice speech did not land. It works best with specific questions that name the format, your side and speaker role, what is already on the table and what you are stuck on. Vague questions get generic answers. Treat any sources it cites as leads to check. An AI coach has not watched you speak and does not know your judges or your partner, so take its conclusions to your human coach or team and let them correct what does not fit."}},{"@type":"Question","name":"What can I ask the AI debate coach?","acceptedAnswer":{"@type":"Answer","text":"Anything you would ask a coach between rounds: burdens, clash, weighing, speech structure, how to answer a specific argument, or why a practice speech did not land. Specific questions with format, side and speaker role get the best answers."}},{"@type":"Question","name":"Does the coach know my case?","acceptedAnswer":{"@type":"Answer","text":"It knows your Current Debate: the motion, and the Library sources you have marked active. Paste a speech or a case section into the question when you want feedback on that exact text."}},{"@type":"Question","name":"Can the AI coach cite sources?","acceptedAnswer":{"@type":"Answer","text":"Yes. Turn on Citations in Ask and the answer includes sources you can open. Check each one against the original before using it in a round."}},{"@type":"Question","name":"Will the coach write my speeches for me?","acceptedAnswer":{"@type":"Answer","text":"It can draft an outline or a passage, but you will speak better from structure you understand. Use it to find what is missing, then write the speech in your own words."}},{"@type":"Question","name":"How is this different from a general AI chatbot?","acceptedAnswer":{"@type":"Answer","text":"The coach works inside one debate at a time, so it keeps your motion, debate settings and sources in context, and it is set up for debate questions rather than essays."}}]},{"@type":"BreadcrumbList","itemListElement":[{"@type":"ListItem","position":1,"name":"DebateLab by Pi-Stack","item":"https://debate.pi-stack.org/"},{"@type":"ListItem","position":2,"name":"Ask an AI Debate Coach for Round-Ready Prep","item":"https://debate.pi-stack.org/ai-debate-coach"}]}]}</script>
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diff --git a/public/ai-debate-practice/index.html b/public/ai-debate-practice/index.html
index 4dcaf918f..fd244a00f 100644
--- a/public/ai-debate-practice/index.html
+++ b/public/ai-debate-practice/index.html
@@ -22,7 +22,7 @@
   <meta name="twitter:image" content="https://debate.pi-stack.org/hero-visual.jpg" />
   <meta name="twitter:image:alt" content="DebateLab debate prep workspace preview" />
   <link rel="stylesheet" href="/seo-pages.css" />
-  <script type="application/ld+json">{"@context":"https://schema.org","@graph":[{"@type":"Article","headline":"AI Debate Practice for Stronger Cases, Rebuttals, and Speeches","name":"AI Debate Practice Platform | DebateLab","url":"https://debate.pi-stack.org/ai-debate-practice","description":"Practice debate online with DebateLab: AI opponents, targeted drills, rebuttal feedback, evidence research, argument flowcharts, and tournament-ready prep tools.","inLanguage":"en","dateModified":"2026-10-21","datePublished":"2026-07-05","author":{"@type":"Organization","@id":"https://debate.pi-stack.org/#organization","name":"Pi-Stack","url":"https://debate.pi-stack.org/"},"publisher":{"@type":"Organization","@id":"https://debate.pi-stack.org/#organization","name":"Pi-Stack","url":"https://debate.pi-stack.org/"},"about":{"@id":"https://debate.pi-stack.org/#software"}},{"@type":"FAQPage","mainEntity":[{"@type":"Question","name":"Can practising debate against an AI actually make you better?","acceptedAnswer":{"@type":"Answer","text":"Yes, if it shortens the loop of giving a speech, finding what failed, fixing one thing and giving it again. A useful session needs a motion, a side, real speech times, an opponent that responds to what you said and a verdict that names why you won or lost. DebateLab's Sparring runs School 4-6-6-3, Lincoln-Douglas and Public Forum rounds this way. AI practice adds repetitions between team practices but does not replace them: judge adaptation, delivery under pressure and strategic judgement still develop fastest with a coach and real rounds."}},{"@type":"Question","name":"Which formats can I spar against the AI in?","acceptedAnswer":{"@type":"Answer","text":"Sparring runs School 4-6-6-3, Lincoln-Douglas and Public Forum rounds with their speech order and times. For WSDC, British Parliamentary and other formats you can still generate cases, get coaching and drill rebuttals, and time speeches yourself."}},{"@type":"Question","name":"Can I give my practice speeches out loud?","acceptedAnswer":{"@type":"Answer","text":"Yes. Sparring and Crossfire can run as spoken rounds in the browser, so you can practise delivery as well as content."}},{"@type":"Question","name":"How often should I practise against an AI opponent?","acceptedAnswer":{"@type":"Answer","text":"Two or three focused sessions a week usually beats one long one. Each session should end with one specific fix that you drill before the next round."}},{"@type":"Question","name":"Does AI practice replace a coach or real rounds?","acceptedAnswer":{"@type":"Answer","text":"No. It adds repetitions between team practices. Judge adaptation, delivery under pressure and strategic judgement still develop fastest with people."}},{"@type":"Question","name":"Are my practice rounds private?","acceptedAnswer":{"@type":"Answer","text":"Yes. Rounds, verdicts and debriefs are saved to your account inside the Current Debate they belong to, behind sign-in. Search engines only see these public guides."}}]},{"@type":"BreadcrumbList","itemListElement":[{"@type":"ListItem","position":1,"name":"DebateLab by Pi-Stack","item":"https://debate.pi-stack.org/"},{"@type":"ListItem","position":2,"name":"AI Debate Practice for Stronger Cases, Rebuttals, and Speeches","item":"https://debate.pi-stack.org/ai-debate-practice"}]}]}</script>
+  <script type="application/ld+json">{"@context":"https://schema.org","@graph":[{"@type":"Article","headline":"AI Debate Practice for Stronger Cases, Rebuttals, and Speeches","name":"AI Debate Practice Platform | DebateLab","url":"https://debate.pi-stack.org/ai-debate-practice","description":"Practice debate online with DebateLab: AI opponents, targeted drills, rebuttal feedback, evidence research, argument flowcharts, and tournament-ready prep tools.","inLanguage":"en","dateModified":"2026-10-21","datePublished":"2026-07-05","author":{"@type":"Organization","@id":"https://debate.pi-stack.org/#organization","name":"Pi-Stack","url":"https://debate.pi-stack.org/","logo":"https://debate.pi-stack.org/icon-1024.png"},"publisher":{"@type":"Organization","@id":"https://debate.pi-stack.org/#organization","name":"Pi-Stack","url":"https://debate.pi-stack.org/","logo":"https://debate.pi-stack.org/icon-1024.png"},"about":{"@id":"https://debate.pi-stack.org/#software"}},{"@type":"FAQPage","mainEntity":[{"@type":"Question","name":"Can practising debate against an AI actually make you better?","acceptedAnswer":{"@type":"Answer","text":"Yes, if it shortens the loop of giving a speech, finding what failed, fixing one thing and giving it again. A useful session needs a motion, a side, real speech times, an opponent that responds to what you said and a verdict that names why you won or lost. DebateLab's Sparring runs School 4-6-6-3, Lincoln-Douglas and Public Forum rounds this way. AI practice adds repetitions between team practices but does not replace them: judge adaptation, delivery under pressure and strategic judgement still develop fastest with a coach and real rounds."}},{"@type":"Question","name":"Which formats can I spar against the AI in?","acceptedAnswer":{"@type":"Answer","text":"Sparring runs School 4-6-6-3, Lincoln-Douglas and Public Forum rounds with their speech order and times. For WSDC, British Parliamentary and other formats you can still generate cases, get coaching and drill rebuttals, and time speeches yourself."}},{"@type":"Question","name":"Can I give my practice speeches out loud?","acceptedAnswer":{"@type":"Answer","text":"Yes. Sparring and Crossfire can run as spoken rounds in the browser, so you can practise delivery as well as content."}},{"@type":"Question","name":"How often should I practise against an AI opponent?","acceptedAnswer":{"@type":"Answer","text":"Two or three focused sessions a week usually beats one long one. Each session should end with one specific fix that you drill before the next round."}},{"@type":"Question","name":"Does AI practice replace a coach or real rounds?","acceptedAnswer":{"@type":"Answer","text":"No. It adds repetitions between team practices. Judge adaptation, delivery under pressure and strategic judgement still develop fastest with people."}},{"@type":"Question","name":"Are my practice rounds private?","acceptedAnswer":{"@type":"Answer","text":"Yes. Rounds, verdicts and debriefs are saved to your account inside the Current Debate they belong to, behind sign-in. Search engines only see these public guides."}}]},{"@type":"BreadcrumbList","itemListElement":[{"@type":"ListItem","position":1,"name":"DebateLab by Pi-Stack","item":"https://debate.pi-stack.org/"},{"@type":"ListItem","position":2,"name":"AI Debate Practice for Stronger Cases, Rebuttals, and Speeches","item":"https://debate.pi-stack.org/ai-debate-practice"}]}]}</script>
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diff --git a/public/ai-rebuttal-generator/index.html b/public/ai-rebuttal-generator/index.html
index 26b135157..ea51f48d1 100644
--- a/public/ai-rebuttal-generator/index.html
+++ b/public/ai-rebuttal-generator/index.html
@@ -22,7 +22,7 @@
   <meta name="twitter:image" content="https://debate.pi-stack.org/hero-visual.jpg" />
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     <nav class="breadcrumb" aria-label="Breadcrumb"><a href="/">DebateLab</a> / <span aria-current="page">AI vs Traditional Debate Prep</span></nav>
     <article>
-      <header class="hero"><span class="eyebrow">Comparison</span><h1>AI vs Traditional Debate Prep</h1><p class="lead">AI speeds up structure; traditional research and coaching provide depth and judgment.</p><p class="dates">Published <time datetime="2026-07-05">July 5, 2026</time> · Updated <time datetime="2026-10-20">October 20, 2026</time></p><div class="cta"><a class="btn primary" href="/app">Start practicing</a><a class="btn secondary" href="/">See DebateLab</a></div></header>
+      <header class="hero"><span class="eyebrow">Comparison</span><h1>AI vs Traditional Debate Prep</h1><p class="lead">AI speeds up structure; traditional research and coaching provide depth and judgment.</p><p class="dates">Published <time datetime="2026-07-05">July 5, 2026</time> · Updated <time datetime="2026-10-23">October 23, 2026</time></p><div class="cta"><a class="btn primary" href="/app">Start practicing</a><a class="btn secondary" href="/">See DebateLab</a></div></header>
       <section class="answer" aria-labelledby="short-answer"><h2 id="short-answer">Is AI debate prep better than traditional research and coaching?</h2><p>Neither replaces the other. AI is faster at structure: case outlines, rebuttal blocks, topic brainstorming and evidence leads, which saves time on the repetitive parts of prep. Traditional prep does better at original source reading, real coaching feedback, tournament-specific strategy and adapting to a specific opponent, because those need human judgment. The practical answer is to combine them: use AI for scaffolding, traditional research for depth and coaching for strategy.</p></section>
       <section class="grid" aria-label="Highlights"><article class="card"><h3>Speed and structure</h3></article><article class="card"><h3>Research depth</h3></article><article class="card"><h3>Human judgment</h3></article></section>
       <div class="article section"><h2>What AI does well</h2><p>AI generates structure fast: case outlines, rebuttal blocks, topic brainstorming, and evidence leads. It saves time on the repetitive parts of prep.</p><h2>What traditional prep does better</h2><p>Original source reading, real coaching feedback, tournament-specific strategy, and adapting to a specific opponent all require human judgment.</p><h2>How to combine them</h2><p>Use AI for scaffolding, use traditional research for depth, and use coaching for strategy. DebateLab supports the AI scaffolding step.</p></div>
-      <section class="section faq article" aria-labelledby="faq"><h2 id="faq">Frequently asked questions</h2><details><summary>Is DebateLab an AI debate practice platform?</summary><p>Yes. DebateLab focuses on debate prep workflows such as cases, rebuttals, evidence, flowcharts, coaching, and timing.</p></details><details><summary>Can Google index private DebateLab app pages?</summary><p>No. Private dashboards and account routes should remain noindexed while public guides provide crawlable context.</p></details><details><summary>Should students verify AI-generated debate evidence?</summary><p>Yes. AI can suggest research leads, but students should check original sources before using evidence in round.</p></details></section>
+      <section class="section faq article" aria-labelledby="faq"><h2 id="faq">Frequently asked questions</h2><details><summary>Is DebateLab an AI debate practice platform?</summary><p>Yes. DebateLab focuses on debate prep workflows such as cases, rebuttals, evidence, flowcharts, coaching, and timing.</p></details><details><summary>Should students verify AI-generated debate evidence?</summary><p>Yes. AI can suggest research leads, but students should check original sources before using evidence in round.</p></details></section>
     </article>
     <aside class="section article" aria-labelledby="about"><h2 id="about">About DebateLab</h2><p>DebateLab is an AI debate prep and practice app for students and competitive debaters that builds structured cases, finds the weak points in arguments, researches evidence with citations and runs timed practice rounds against an AI opponent. The app is available in English, Spanish and Hungarian.</p><p>As of October 2026, DebateLab has a 3-day free trial with no credit card required, then Pro costs $5/month + tax. There is no permanent free plan. <a href="/debatelab-pricing">See pricing</a>.</p></aside>
     <section class="section article" aria-labelledby="related"><h2 id="related">Related DebateLab guides</h2><nav class="links" aria-label="Related guides"><a href="/ai-debate-practice">AI Debate Practice Platform</a>
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     <nav class="breadcrumb" aria-label="Breadcrumb"><a href="/">DebateLab</a> / <span aria-current="page">British Parliamentary Debate Prep with AI</span></nav>
     <article>
-      <header class="hero"><span class="eyebrow">Format guide</span><h1>British Parliamentary Debate Prep with AI</h1><p class="lead">Practice BP roles, extensions, POIs, and comparative weighing.</p><p class="dates">Published <time datetime="2026-07-05">July 5, 2026</time> · Updated <time datetime="2026-10-20">October 20, 2026</time></p><div class="cta"><a class="btn primary" href="/app">Start practicing</a><a class="btn secondary" href="/">See DebateLab</a></div></header>
+      <header class="hero"><span class="eyebrow">Format guide</span><h1>British Parliamentary Debate Prep with AI</h1><p class="lead">Practice BP roles, extensions, POIs, and comparative weighing.</p><p class="dates">Published <time datetime="2026-07-05">July 5, 2026</time> · Updated <time datetime="2026-10-23">October 23, 2026</time></p><div class="cta"><a class="btn primary" href="/app">Start practicing</a><a class="btn secondary" href="/">See DebateLab</a></div></header>
       <section class="answer" aria-labelledby="short-answer"><h2 id="short-answer">How do you prepare for British Parliamentary debate?</h2><p>Prepare by role. BP has four teams, Opening Government, Opening Opposition, Closing Government and Closing Opposition, and each role has different responsibilities and winning strategies. Closing teams must extend by adding new analysis rather than repeating the opening arguments, so practice brainstorming credible extensions from any motion. Points of information expose holes in reasoning, so practice both generating and answering them. In every speech, compare impacts clearly for the judge.</p></section>
       <section class="grid" aria-label="Highlights"><article class="card"><h3>Motion analysis</h3></article><article class="card"><h3>Extension strategy</h3></article><article class="card"><h3>POI practice</h3></article></section>
       <div class="article section"><h2>BP roles and strategy</h2><p>BP has four teams: Opening Government, Opening Opposition, Closing Government, Closing Opposition. Each role has different responsibilities and winning strategies.</p><h2>Extensions that win</h2><p>Closing teams must extend by adding new analysis, not repeating opening arguments. DebateLab helps you brainstorm credible extensions from any motion.</p><h2>POIs and weighing</h2><p>Points of information expose holes in reasoning. Practice generating and answering POIs, and compare impacts clearly for the judge.</p></div>
-      <section class="section faq article" aria-labelledby="faq"><h2 id="faq">Frequently asked questions</h2><details><summary>Is DebateLab an AI debate practice platform?</summary><p>Yes. DebateLab focuses on debate prep workflows such as cases, rebuttals, evidence, flowcharts, coaching, and timing.</p></details><details><summary>Can Google index private DebateLab app pages?</summary><p>No. Private dashboards and account routes should remain noindexed while public guides provide crawlable context.</p></details><details><summary>Should students verify AI-generated debate evidence?</summary><p>Yes. AI can suggest research leads, but students should check original sources before using evidence in round.</p></details></section>
+      <section class="section faq article" aria-labelledby="faq"><h2 id="faq">Frequently asked questions</h2><details><summary>Is DebateLab an AI debate practice platform?</summary><p>Yes. DebateLab focuses on debate prep workflows such as cases, rebuttals, evidence, flowcharts, coaching, and timing.</p></details><details><summary>Should students verify AI-generated debate evidence?</summary><p>Yes. AI can suggest research leads, but students should check original sources before using evidence in round.</p></details></section>
     </article>
     <aside class="section article" aria-labelledby="about"><h2 id="about">About DebateLab</h2><p>DebateLab is an AI debate prep and practice app for students and competitive debaters that builds structured cases, finds the weak points in arguments, researches evidence with citations and runs timed practice rounds against an AI opponent. The app is available in English, Spanish and Hungarian.</p><p>As of October 2026, DebateLab has a 3-day free trial with no credit card required, then Pro costs $5/month + tax. There is no permanent free plan. <a href="/debatelab-pricing">See pricing</a>.</p></aside>
     <section class="section article" aria-labelledby="related"><h2 id="related">Related DebateLab guides</h2><nav class="links" aria-label="Related guides"><a href="/ai-debate-practice">AI Debate Practice Platform</a>
diff --git a/public/congress-debate/index.html b/public/congress-debate/index.html
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@@ -31,11 +31,11 @@
   <main class="wrap">
     <nav class="breadcrumb" aria-label="Breadcrumb"><a href="/">DebateLab</a> / <span aria-current="page">Congressional Debate Prep with AI</span></nav>
     <article>
-      <header class="hero"><span class="eyebrow">Format guide</span><h1>Congressional Debate Prep with AI</h1><p class="lead">Draft congress speeches, practice questioning, and prepare crystallization.</p><p class="dates">Published <time datetime="2026-07-05">July 5, 2026</time> · Updated <time datetime="2026-10-20">October 20, 2026</time></p><div class="cta"><a class="btn primary" href="/app">Start practicing</a><a class="btn secondary" href="/">See DebateLab</a></div></header>
+      <header class="hero"><span class="eyebrow">Format guide</span><h1>Congressional Debate Prep with AI</h1><p class="lead">Draft congress speeches, practice questioning, and prepare crystallization.</p><p class="dates">Published <time datetime="2026-07-05">July 5, 2026</time> · Updated <time datetime="2026-10-23">October 23, 2026</time></p><div class="cta"><a class="btn primary" href="/app">Start practicing</a><a class="btn secondary" href="/">See DebateLab</a></div></header>
       <section class="answer" aria-labelledby="short-answer"><h2 id="short-answer">How do you prepare for Congressional debate?</h2><p>Start with the legislation: understand the bill, its sponsorship and the opposition to it, so your speeches add value instead of repeating earlier speakers. Practice questioning that exposes flaws in reasoning without grandstanding. Rank the arguments in the round so you are ready for crystallization, which means telling the judges why your side won the key clashes. A good crystallization speech depends on selecting the right arguments and framing the ballot, so practice that selection as a skill of its own.</p></section>
       <section class="grid" aria-label="Highlights"><article class="card"><h3>Bill analysis</h3></article><article class="card"><h3>Speech drafting</h3></article><article class="card"><h3>Questioning prep</h3></article></section>
       <div class="article section"><h2>Bill analysis and speeches</h2><p>Congress debate requires understanding legislation, sponsorship, and opposition. DebateLab helps you draft speeches that add value, not repetition.</p><h2>Questioning and ranking</h2><p>Effective questioning exposes flaws in reasoning without grandstanding. Practice generating pointed congress questions and ranking arguments for crystallization.</p><h2>Crystallization speeches</h2><p>Crystallization means telling the judges why your side won the key clashes. Practice selecting the right arguments and framing the ballot.</p></div>
-      <section class="section faq article" aria-labelledby="faq"><h2 id="faq">Frequently asked questions</h2><details><summary>Is DebateLab an AI debate practice platform?</summary><p>Yes. DebateLab focuses on debate prep workflows such as cases, rebuttals, evidence, flowcharts, coaching, and timing.</p></details><details><summary>Can Google index private DebateLab app pages?</summary><p>No. Private dashboards and account routes should remain noindexed while public guides provide crawlable context.</p></details><details><summary>Should students verify AI-generated debate evidence?</summary><p>Yes. AI can suggest research leads, but students should check original sources before using evidence in round.</p></details></section>
+      <section class="section faq article" aria-labelledby="faq"><h2 id="faq">Frequently asked questions</h2><details><summary>Is DebateLab an AI debate practice platform?</summary><p>Yes. DebateLab focuses on debate prep workflows such as cases, rebuttals, evidence, flowcharts, coaching, and timing.</p></details><details><summary>Should students verify AI-generated debate evidence?</summary><p>Yes. AI can suggest research leads, but students should check original sources before using evidence in round.</p></details></section>
     </article>
     <aside class="section article" aria-labelledby="about"><h2 id="about">About DebateLab</h2><p>DebateLab is an AI debate prep and practice app for students and competitive debaters that builds structured cases, finds the weak points in arguments, researches evidence with citations and runs timed practice rounds against an AI opponent. The app is available in English, Spanish and Hungarian.</p><p>As of October 2026, DebateLab has a 3-day free trial with no credit card required, then Pro costs $5/month + tax. There is no permanent free plan. <a href="/debatelab-pricing">See pricing</a>.</p></aside>
     <section class="section article" aria-labelledby="related"><h2 id="related">Related DebateLab guides</h2><nav class="links" aria-label="Related guides"><a href="/ai-debate-practice">AI Debate Practice Platform</a>
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   <meta property="og:image:alt" content="DebateLab debate prep workspace preview" />
   <meta property="article:published_time" content="2026-07-05" />
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+  <meta property="article:modified_time" content="2026-10-23" />
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@@ -31,11 +31,11 @@
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     <nav class="breadcrumb" aria-label="Breadcrumb"><a href="/">DebateLab</a> / <span aria-current="page">How to Build a Debate Block File</span></nav>
     <article>
-      <header class="hero"><span class="eyebrow">Strategy guide</span><h1>How to Build a Debate Block File</h1><p class="lead">Pre-written blocks let you respond faster and more precisely in round.</p><p class="dates">Published <time datetime="2026-07-05">July 5, 2026</time> · Updated <time datetime="2026-10-20">October 20, 2026</time></p><div class="cta"><a class="btn primary" href="/app">Start practicing</a><a class="btn secondary" href="/">See DebateLab</a></div></header>
+      <header class="hero"><span class="eyebrow">Strategy guide</span><h1>How to Build a Debate Block File</h1><p class="lead">Pre-written blocks let you respond faster and more precisely in round.</p><p class="dates">Published <time datetime="2026-07-05">July 5, 2026</time> · Updated <time datetime="2026-10-23">October 23, 2026</time></p><div class="cta"><a class="btn primary" href="/app">Start practicing</a><a class="btn secondary" href="/">See DebateLab</a></div></header>
       <section class="answer" aria-labelledby="short-answer"><h2 id="short-answer">How do you build a debate block file?</h2><p>Collect pre-written responses to common arguments and organize them by clash rather than by topic. Each clash should have blocks for both sides, so you are ready whichever side you are assigned. A good block file saves prep time and improves the quality of your responses in round. AI can help you brainstorm likely arguments and draft first blocks, but verify the logic and evidence yourself before using any of them.</p></section>
       <section class="grid" aria-label="Highlights"><article class="card"><h3>Block structure</h3></article><article class="card"><h3>Clash organization</h3></article><article class="card"><h3>Evidence integration</h3></article></section>
       <div class="article section"><h2>What is a block file</h2><p>A block file is a collection of pre-written responses to common arguments. It saves prep time and improves response quality in round.</p><h2>How to organize blocks</h2><p>Organize by clash, not by topic. Each clash should have blocks for both sides so you are ready regardless of which side you are assigned.</p><h2>Using AI to build blocks</h2><p>DebateLab can help you brainstorm likely arguments and draft initial blocks. Verify the logic and evidence before using them in round.</p></div>
-      <section class="section faq article" aria-labelledby="faq"><h2 id="faq">Frequently asked questions</h2><details><summary>Is DebateLab an AI debate practice platform?</summary><p>Yes. DebateLab focuses on debate prep workflows such as cases, rebuttals, evidence, flowcharts, coaching, and timing.</p></details><details><summary>Can Google index private DebateLab app pages?</summary><p>No. Private dashboards and account routes should remain noindexed while public guides provide crawlable context.</p></details><details><summary>Should students verify AI-generated debate evidence?</summary><p>Yes. AI can suggest research leads, but students should check original sources before using evidence in round.</p></details></section>
+      <section class="section faq article" aria-labelledby="faq"><h2 id="faq">Frequently asked questions</h2><details><summary>Is DebateLab an AI debate practice platform?</summary><p>Yes. DebateLab focuses on debate prep workflows such as cases, rebuttals, evidence, flowcharts, coaching, and timing.</p></details><details><summary>Should students verify AI-generated debate evidence?</summary><p>Yes. AI can suggest research leads, but students should check original sources before using evidence in round.</p></details></section>
     </article>
     <aside class="section article" aria-labelledby="about"><h2 id="about">About DebateLab</h2><p>DebateLab is an AI debate prep and practice app for students and competitive debaters that builds structured cases, finds the weak points in arguments, researches evidence with citations and runs timed practice rounds against an AI opponent. The app is available in English, Spanish and Hungarian.</p><p>As of October 2026, DebateLab has a 3-day free trial with no credit card required, then Pro costs $5/month + tax. There is no permanent free plan. <a href="/debatelab-pricing">See pricing</a>.</p></aside>
     <section class="section article" aria-labelledby="related"><h2 id="related">Related DebateLab guides</h2><nav class="links" aria-label="Related guides"><a href="/ai-debate-practice">AI Debate Practice Platform</a>
diff --git a/public/debate-clash-points/index.html b/public/debate-clash-points/index.html
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--- a/public/debate-clash-points/index.html
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+  <meta property="article:modified_time" content="2026-10-23" />
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@@ -31,11 +31,11 @@
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     <nav class="breadcrumb" aria-label="Breadcrumb"><a href="/">DebateLab</a> / <span aria-current="page">Debate Clash Points: Find and Attack the Key Argument</span></nav>
     <article>
-      <header class="hero"><span class="eyebrow">Strategy guide</span><h1>Debate Clash Points: Find and Attack the Key Argument</h1><p class="lead">Identify the clash that decides the round and focus your prep there.</p><p class="dates">Published <time datetime="2026-07-05">July 5, 2026</time> · Updated <time datetime="2026-10-20">October 20, 2026</time></p><div class="cta"><a class="btn primary" href="/app">Start practicing</a><a class="btn secondary" href="/">See DebateLab</a></div></header>
+      <header class="hero"><span class="eyebrow">Strategy guide</span><h1>Debate Clash Points: Find and Attack the Key Argument</h1><p class="lead">Identify the clash that decides the round and focus your prep there.</p><p class="dates">Published <time datetime="2026-07-05">July 5, 2026</time> · Updated <time datetime="2026-10-23">October 23, 2026</time></p><div class="cta"><a class="btn primary" href="/app">Start practicing</a><a class="btn secondary" href="/">See DebateLab</a></div></header>
       <section class="answer" aria-labelledby="short-answer"><h2 id="short-answer">How do you find the key clash in a debate?</h2><p>Ask which disagreement, if resolved in your favor, wins you the round. A clash is any point where the two sides disagree, but the key clash is the one the judge must resolve to decide the round, so focus your prep there. In your speeches, tell the judge why this clash matters and why your side wins it. If you frame the clash, you frame the ballot.</p></section>
       <section class="grid" aria-label="Highlights"><article class="card"><h3>Clash identification</h3></article><article class="card"><h3>Clash selection</h3></article><article class="card"><h3>Ballot framing</h3></article></section>
       <div class="article section"><h2>What is a clash point</h2><p>A clash is the point where two sides disagree. The key clash is the one the judge must resolve to decide the round.</p><h2>How to find the key clash</h2><p>Ask: which disagreement, if resolved in my favor, wins me the round? That is the clash to focus on.</p><h2>Framing the clash for the judge</h2><p>Tell the judge why this clash matters and why your side wins it. If you frame the clash, you frame the ballot.</p></div>
-      <section class="section faq article" aria-labelledby="faq"><h2 id="faq">Frequently asked questions</h2><details><summary>Is DebateLab an AI debate practice platform?</summary><p>Yes. DebateLab focuses on debate prep workflows such as cases, rebuttals, evidence, flowcharts, coaching, and timing.</p></details><details><summary>Can Google index private DebateLab app pages?</summary><p>No. Private dashboards and account routes should remain noindexed while public guides provide crawlable context.</p></details><details><summary>Should students verify AI-generated debate evidence?</summary><p>Yes. AI can suggest research leads, but students should check original sources before using evidence in round.</p></details></section>
+      <section class="section faq article" aria-labelledby="faq"><h2 id="faq">Frequently asked questions</h2><details><summary>Is DebateLab an AI debate practice platform?</summary><p>Yes. DebateLab focuses on debate prep workflows such as cases, rebuttals, evidence, flowcharts, coaching, and timing.</p></details><details><summary>Should students verify AI-generated debate evidence?</summary><p>Yes. AI can suggest research leads, but students should check original sources before using evidence in round.</p></details></section>
     </article>
     <aside class="section article" aria-labelledby="about"><h2 id="about">About DebateLab</h2><p>DebateLab is an AI debate prep and practice app for students and competitive debaters that builds structured cases, finds the weak points in arguments, researches evidence with citations and runs timed practice rounds against an AI opponent. The app is available in English, Spanish and Hungarian.</p><p>As of October 2026, DebateLab has a 3-day free trial with no credit card required, then Pro costs $5/month + tax. There is no permanent free plan. <a href="/debatelab-pricing">See pricing</a>.</p></aside>
     <section class="section article" aria-labelledby="related"><h2 id="related">Related DebateLab guides</h2><nav class="links" aria-label="Related guides"><a href="/ai-debate-practice">AI Debate Practice Platform</a>
diff --git a/public/debate-collapsing-strategy/index.html b/public/debate-collapsing-strategy/index.html
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--- a/public/debate-collapsing-strategy/index.html
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   <meta property="og:image:alt" content="DebateLab debate prep workspace preview" />
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+  <meta property="article:modified_time" content="2026-10-23" />
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-  <script type="application/ld+json">{"@context":"https://schema.org","@graph":[{"@type":"Article","headline":"How to Collapse in Debate","name":"How to Collapse in Debate | DebateLab Guide","url":"https://debate.pi-stack.org/debate-collapsing-strategy","description":"Learn how to collapse in debate: select the winning clash, drop losing arguments, and concentrate your time on the comparison that wins the ballot.","inLanguage":"en","dateModified":"2026-10-20","datePublished":"2026-07-05","author":{"@type":"Organization","@id":"https://debate.pi-stack.org/#organization","name":"Pi-Stack","url":"https://debate.pi-stack.org/"},"publisher":{"@type":"Organization","@id":"https://debate.pi-stack.org/#organization","name":"Pi-Stack","url":"https://debate.pi-stack.org/"},"about":{"@id":"https://debate.pi-stack.org/#software"}},{"@type":"FAQPage","mainEntity":[{"@type":"Question","name":"What does collapsing mean in debate, and how do you do it?","acceptedAnswer":{"@type":"Answer","text":"Collapsing means choosing the few arguments that win and abandoning the rest, so you spend more time on the argument that actually decides the round. Pick the clash where you have the strongest evidence, the clearest warrant and the best weighing. Then signal that you are collapsing, explain why the dropped arguments do not matter, and spend your remaining time on that clash. If you spread yourself thin, you lose."}},{"@type":"Question","name":"Is DebateLab an AI debate practice platform?","acceptedAnswer":{"@type":"Answer","text":"Yes. DebateLab focuses on debate prep workflows such as cases, rebuttals, evidence, flowcharts, coaching, and timing."}},{"@type":"Question","name":"Can Google index private DebateLab app pages?","acceptedAnswer":{"@type":"Answer","text":"No. Private dashboards and account routes should remain noindexed while public guides provide crawlable context."}},{"@type":"Question","name":"Should students verify AI-generated debate evidence?","acceptedAnswer":{"@type":"Answer","text":"Yes. AI can suggest research leads, but students should check original sources before using evidence in round."}}]},{"@type":"BreadcrumbList","itemListElement":[{"@type":"ListItem","position":1,"name":"DebateLab by Pi-Stack","item":"https://debate.pi-stack.org/"},{"@type":"ListItem","position":2,"name":"How to Collapse in Debate","item":"https://debate.pi-stack.org/debate-collapsing-strategy"}]}]}</script>
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     <nav class="breadcrumb" aria-label="Breadcrumb"><a href="/">DebateLab</a> / <span aria-current="page">How to Collapse in Debate</span></nav>
     <article>
-      <header class="hero"><span class="eyebrow">Strategy guide</span><h1>How to Collapse in Debate</h1><p class="lead">Collapsing means choosing the few arguments that win and abandoning the rest.</p><p class="dates">Published <time datetime="2026-07-05">July 5, 2026</time> · Updated <time datetime="2026-10-20">October 20, 2026</time></p><div class="cta"><a class="btn primary" href="/app">Start practicing</a><a class="btn secondary" href="/">See DebateLab</a></div></header>
+      <header class="hero"><span class="eyebrow">Strategy guide</span><h1>How to Collapse in Debate</h1><p class="lead">Collapsing means choosing the few arguments that win and abandoning the rest.</p><p class="dates">Published <time datetime="2026-07-05">July 5, 2026</time> · Updated <time datetime="2026-10-23">October 23, 2026</time></p><div class="cta"><a class="btn primary" href="/app">Start practicing</a><a class="btn secondary" href="/">See DebateLab</a></div></header>
       <section class="answer" aria-labelledby="short-answer"><h2 id="short-answer">What does collapsing mean in debate, and how do you do it?</h2><p>Collapsing means choosing the few arguments that win and abandoning the rest, so you spend more time on the argument that actually decides the round. Pick the clash where you have the strongest evidence, the clearest warrant and the best weighing. Then signal that you are collapsing, explain why the dropped arguments do not matter, and spend your remaining time on that clash. If you spread yourself thin, you lose.</p></section>
       <section class="grid" aria-label="Highlights"><article class="card"><h3>Clash selection</h3></article><article class="card"><h3>Time concentration</h3></article><article class="card"><h3>Ballot framing</h3></article></section>
       <div class="article section"><h2>Why collapsing matters</h2><p>If you spread yourself thin, you lose. Collapsing lets you spend more time on the argument that actually wins the round.</p><h2>How to decide what to collapse to</h2><p>Pick the clash where you have the strongest evidence, the clearest warrant, and the best weighing. Drop the rest cleanly.</p><h2>How to collapse cleanly</h2><p>Signal that you are collapsing, explain why the dropped arguments do not matter, and spend your remaining time on the winning clash.</p></div>
-      <section class="section faq article" aria-labelledby="faq"><h2 id="faq">Frequently asked questions</h2><details><summary>Is DebateLab an AI debate practice platform?</summary><p>Yes. DebateLab focuses on debate prep workflows such as cases, rebuttals, evidence, flowcharts, coaching, and timing.</p></details><details><summary>Can Google index private DebateLab app pages?</summary><p>No. Private dashboards and account routes should remain noindexed while public guides provide crawlable context.</p></details><details><summary>Should students verify AI-generated debate evidence?</summary><p>Yes. AI can suggest research leads, but students should check original sources before using evidence in round.</p></details></section>
+      <section class="section faq article" aria-labelledby="faq"><h2 id="faq">Frequently asked questions</h2><details><summary>Is DebateLab an AI debate practice platform?</summary><p>Yes. DebateLab focuses on debate prep workflows such as cases, rebuttals, evidence, flowcharts, coaching, and timing.</p></details><details><summary>Should students verify AI-generated debate evidence?</summary><p>Yes. AI can suggest research leads, but students should check original sources before using evidence in round.</p></details></section>
     </article>
     <aside class="section article" aria-labelledby="about"><h2 id="about">About DebateLab</h2><p>DebateLab is an AI debate prep and practice app for students and competitive debaters that builds structured cases, finds the weak points in arguments, researches evidence with citations and runs timed practice rounds against an AI opponent. The app is available in English, Spanish and Hungarian.</p><p>As of October 2026, DebateLab has a 3-day free trial with no credit card required, then Pro costs $5/month + tax. There is no permanent free plan. <a href="/debatelab-pricing">See pricing</a>.</p></aside>
     <section class="section article" aria-labelledby="related"><h2 id="related">Related DebateLab guides</h2><nav class="links" aria-label="Related guides"><a href="/ai-debate-practice">AI Debate Practice Platform</a>
diff --git a/public/debate-evidence-finder/index.html b/public/debate-evidence-finder/index.html
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     <nav class="breadcrumb" aria-label="Breadcrumb"><a href="/">DebateLab</a> / <span aria-current="page">Common Debate Fallacies and How to Attack Them</span></nav>
     <article>
-      <header class="hero"><span class="eyebrow">Strategy guide</span><h1>Common Debate Fallacies and How to Attack Them</h1><p class="lead">Turn your opponent&#x27;s bad logic into round-winning rebuttals.</p><p class="dates">Published <time datetime="2026-07-05">July 5, 2026</time> · Updated <time datetime="2026-10-20">October 20, 2026</time></p><div class="cta"><a class="btn primary" href="/app">Start practicing</a><a class="btn secondary" href="/">See DebateLab</a></div></header>
+      <header class="hero"><span class="eyebrow">Strategy guide</span><h1>Common Debate Fallacies and How to Attack Them</h1><p class="lead">Turn your opponent&#x27;s bad logic into round-winning rebuttals.</p><p class="dates">Published <time datetime="2026-07-05">July 5, 2026</time> · Updated <time datetime="2026-10-23">October 23, 2026</time></p><div class="cta"><a class="btn primary" href="/app">Start practicing</a><a class="btn secondary" href="/">See DebateLab</a></div></header>
       <section class="answer" aria-labelledby="short-answer"><h2 id="short-answer">How do you attack a logical fallacy in a debate?</h2><p>Do not just name the fallacy. Explain why the logic fails, why the conclusion does not follow, and what the judge should do about it. Pointing out a fallacy and explaining why the argument fails can win you the clash. The most common fallacies in debate are ad hominem, straw man, false dichotomy, slippery slope, hasty generalization, appeal to authority and circular reasoning.</p></section>
       <section class="grid" aria-label="Highlights"><article class="card"><h3>Fallacy identification</h3></article><article class="card"><h3>Attack strategies</h3></article><article class="card"><h3>Cross-ex exploitation</h3></article></section>
       <div class="article section"><h2>Why fallacies matter</h2><p>If your opponent commits a fallacy, you can win the clash by pointing it out and explaining why the argument fails.</p><h2>Common fallacies in debate</h2><p>Ad hominem, straw man, false dichotomy, slippery slope, hasty generalization, appeal to authority, and circular reasoning are the most common.</p><h2>How to attack a fallacy</h2><p>Do not just name it. Explain why the logic fails, why the conclusion does not follow, and what the judge should do about it.</p></div>
-      <section class="section faq article" aria-labelledby="faq"><h2 id="faq">Frequently asked questions</h2><details><summary>Is DebateLab an AI debate practice platform?</summary><p>Yes. DebateLab focuses on debate prep workflows such as cases, rebuttals, evidence, flowcharts, coaching, and timing.</p></details><details><summary>Can Google index private DebateLab app pages?</summary><p>No. Private dashboards and account routes should remain noindexed while public guides provide crawlable context.</p></details><details><summary>Should students verify AI-generated debate evidence?</summary><p>Yes. AI can suggest research leads, but students should check original sources before using evidence in round.</p></details></section>
+      <section class="section faq article" aria-labelledby="faq"><h2 id="faq">Frequently asked questions</h2><details><summary>Is DebateLab an AI debate practice platform?</summary><p>Yes. DebateLab focuses on debate prep workflows such as cases, rebuttals, evidence, flowcharts, coaching, and timing.</p></details><details><summary>Should students verify AI-generated debate evidence?</summary><p>Yes. AI can suggest research leads, but students should check original sources before using evidence in round.</p></details></section>
     </article>
     <aside class="section article" aria-labelledby="about"><h2 id="about">About DebateLab</h2><p>DebateLab is an AI debate prep and practice app for students and competitive debaters that builds structured cases, finds the weak points in arguments, researches evidence with citations and runs timed practice rounds against an AI opponent. The app is available in English, Spanish and Hungarian.</p><p>As of October 2026, DebateLab has a 3-day free trial with no credit card required, then Pro costs $5/month + tax. There is no permanent free plan. <a href="/debatelab-pricing">See pricing</a>.</p></aside>
     <section class="section article" aria-labelledby="related"><h2 id="related">Related DebateLab guides</h2><nav class="links" aria-label="Related guides"><a href="/ai-debate-practice">AI Debate Practice Platform</a>
diff --git a/public/debate-judge-adaptation/index.html b/public/debate-judge-adaptation/index.html
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+  <script type="application/ld+json">{"@context":"https://schema.org","@graph":[{"@type":"Article","headline":"Debate Judge Adaptation Guide","name":"Debate Judge Adaptation Guide | DebateLab","url":"https://debate.pi-stack.org/debate-judge-adaptation","description":"Learn how to adapt to different debate judges: lay judges, tech judges, flow judges, and how to read the room for better ballot outcomes.","inLanguage":"en","dateModified":"2026-10-23","datePublished":"2026-07-05","author":{"@type":"Organization","@id":"https://debate.pi-stack.org/#organization","name":"Pi-Stack","url":"https://debate.pi-stack.org/","logo":"https://debate.pi-stack.org/icon-1024.png"},"publisher":{"@type":"Organization","@id":"https://debate.pi-stack.org/#organization","name":"Pi-Stack","url":"https://debate.pi-stack.org/","logo":"https://debate.pi-stack.org/icon-1024.png"},"about":{"@id":"https://debate.pi-stack.org/#software"}},{"@type":"FAQPage","mainEntity":[{"@type":"Question","name":"How do you adapt your debating to different types of judges?","acceptedAnswer":{"@type":"Answer","text":"It depends on the judge. Lay judges want clear stories, so slow down. Flow judges want structured clash. Tech judges want speed and evidence, so you can speed up. Whatever the judge type, explain your weighing clearly and give the judge a reason to vote for you that fits their style. The aim is to make the judge's job easy."}},{"@type":"Question","name":"Is DebateLab an AI debate practice platform?","acceptedAnswer":{"@type":"Answer","text":"Yes. DebateLab focuses on debate prep workflows such as cases, rebuttals, evidence, flowcharts, coaching, and timing."}},{"@type":"Question","name":"Should students verify AI-generated debate evidence?","acceptedAnswer":{"@type":"Answer","text":"Yes. AI can suggest research leads, but students should check original sources before using evidence in round."}}]},{"@type":"BreadcrumbList","itemListElement":[{"@type":"ListItem","position":1,"name":"DebateLab by Pi-Stack","item":"https://debate.pi-stack.org/"},{"@type":"ListItem","position":2,"name":"Debate Judge Adaptation Guide","item":"https://debate.pi-stack.org/debate-judge-adaptation"}]}]}</script>
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@@ -31,11 +31,11 @@
   <main class="wrap">
     <nav class="breadcrumb" aria-label="Breadcrumb"><a href="/">DebateLab</a> / <span aria-current="page">Debate Judge Adaptation Guide</span></nav>
     <article>
-      <header class="hero"><span class="eyebrow">Strategy guide</span><h1>Debate Judge Adaptation Guide</h1><p class="lead">Read the judge, adapt your style, and frame the ballot they want to write.</p><p class="dates">Published <time datetime="2026-07-05">July 5, 2026</time> · Updated <time datetime="2026-10-20">October 20, 2026</time></p><div class="cta"><a class="btn primary" href="/app">Start practicing</a><a class="btn secondary" href="/">See DebateLab</a></div></header>
+      <header class="hero"><span class="eyebrow">Strategy guide</span><h1>Debate Judge Adaptation Guide</h1><p class="lead">Read the judge, adapt your style, and frame the ballot they want to write.</p><p class="dates">Published <time datetime="2026-07-05">July 5, 2026</time> · Updated <time datetime="2026-10-23">October 23, 2026</time></p><div class="cta"><a class="btn primary" href="/app">Start practicing</a><a class="btn secondary" href="/">See DebateLab</a></div></header>
       <section class="answer" aria-labelledby="short-answer"><h2 id="short-answer">How do you adapt your debating to different types of judges?</h2><p>It depends on the judge. Lay judges want clear stories, so slow down. Flow judges want structured clash. Tech judges want speed and evidence, so you can speed up. Whatever the judge type, explain your weighing clearly and give the judge a reason to vote for you that fits their style. The aim is to make the judge&#x27;s job easy.</p></section>
       <section class="grid" aria-label="Highlights"><article class="card"><h3>Judge types</h3></article><article class="card"><h3>Style adaptation</h3></article><article class="card"><h3>Ballot framing</h3></article></section>
       <div class="article section"><h2>Types of judges</h2><p>Lay judges want clear stories, flow judges want structured clash, tech judges want speed and evidence. Read the judge and adapt.</p><h2>How to adapt your style</h2><p>Slow down for lay judges, speed up for tech judges, and always explain your weighing clearly regardless of judge type.</p><h2>Framing the ballot</h2><p>Give the judge a reason to vote for you that fits their style. The best debaters make the judge&#x27;s job easy.</p></div>
-      <section class="section faq article" aria-labelledby="faq"><h2 id="faq">Frequently asked questions</h2><details><summary>Is DebateLab an AI debate practice platform?</summary><p>Yes. DebateLab focuses on debate prep workflows such as cases, rebuttals, evidence, flowcharts, coaching, and timing.</p></details><details><summary>Can Google index private DebateLab app pages?</summary><p>No. Private dashboards and account routes should remain noindexed while public guides provide crawlable context.</p></details><details><summary>Should students verify AI-generated debate evidence?</summary><p>Yes. AI can suggest research leads, but students should check original sources before using evidence in round.</p></details></section>
+      <section class="section faq article" aria-labelledby="faq"><h2 id="faq">Frequently asked questions</h2><details><summary>Is DebateLab an AI debate practice platform?</summary><p>Yes. DebateLab focuses on debate prep workflows such as cases, rebuttals, evidence, flowcharts, coaching, and timing.</p></details><details><summary>Should students verify AI-generated debate evidence?</summary><p>Yes. AI can suggest research leads, but students should check original sources before using evidence in round.</p></details></section>
     </article>
     <aside class="section article" aria-labelledby="about"><h2 id="about">About DebateLab</h2><p>DebateLab is an AI debate prep and practice app for students and competitive debaters that builds structured cases, finds the weak points in arguments, researches evidence with citations and runs timed practice rounds against an AI opponent. The app is available in English, Spanish and Hungarian.</p><p>As of October 2026, DebateLab has a 3-day free trial with no credit card required, then Pro costs $5/month + tax. There is no permanent free plan. <a href="/debatelab-pricing">See pricing</a>.</p></aside>
     <section class="section article" aria-labelledby="related"><h2 id="related">Related DebateLab guides</h2><nav class="links" aria-label="Related guides"><a href="/ai-debate-practice">AI Debate Practice Platform</a>
diff --git a/public/debate-motion-analysis/index.html b/public/debate-motion-analysis/index.html
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   <meta property="article:published_time" content="2026-07-05" />
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@@ -31,11 +31,11 @@
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     <nav class="breadcrumb" aria-label="Breadcrumb"><a href="/">DebateLab</a> / <span aria-current="page">Debate Motion Analysis Guide</span></nav>
     <article>
-      <header class="hero"><span class="eyebrow">Strategy guide</span><h1>Debate Motion Analysis Guide</h1><p class="lead">From topic to strategy: define, clash, and build a winning case.</p><p class="dates">Published <time datetime="2026-07-05">July 5, 2026</time> · Updated <time datetime="2026-10-20">October 20, 2026</time></p><div class="cta"><a class="btn primary" href="/app">Start practicing</a><a class="btn secondary" href="/">See DebateLab</a></div></header>
+      <header class="hero"><span class="eyebrow">Strategy guide</span><h1>Debate Motion Analysis Guide</h1><p class="lead">From topic to strategy: define, clash, and build a winning case.</p><p class="dates">Published <time datetime="2026-07-05">July 5, 2026</time> · Updated <time datetime="2026-10-23">October 23, 2026</time></p><div class="cta"><a class="btn primary" href="/app">Start practicing</a><a class="btn secondary" href="/">See DebateLab</a></div></header>
       <section class="answer" aria-labelledby="short-answer"><h2 id="short-answer">How do you analyze a debate motion?</h2><p>Read the motion carefully, define each term, identify what each side must prove, and map the likely clashes. Choose definitions that are fair, defensible and favorable to your side, since definitions can frame the round. Then pin down your burden, which is what you must prove to win. If you do not meet your burden, you lose regardless of how well you argue, so build your case strategy around it.</p></section>
       <section class="grid" aria-label="Highlights"><article class="card"><h3>Definition strategy</h3></article><article class="card"><h3>Burden identification</h3></article><article class="card"><h3>Clash mapping</h3></article></section>
       <div class="article section"><h2>How to analyze a motion</h2><p>Read the motion carefully, define each term, identify what each side must prove, and map the likely clashes.</p><h2>Definition strategy</h2><p>Definitions can frame the round. Choose definitions that are fair, defensible, and favorable to your side.</p><h2>Burden identification</h2><p>Your burden is what you must prove to win. If you do not meet your burden, you lose regardless of how well you argue.</p></div>
-      <section class="section faq article" aria-labelledby="faq"><h2 id="faq">Frequently asked questions</h2><details><summary>Is DebateLab an AI debate practice platform?</summary><p>Yes. DebateLab focuses on debate prep workflows such as cases, rebuttals, evidence, flowcharts, coaching, and timing.</p></details><details><summary>Can Google index private DebateLab app pages?</summary><p>No. Private dashboards and account routes should remain noindexed while public guides provide crawlable context.</p></details><details><summary>Should students verify AI-generated debate evidence?</summary><p>Yes. AI can suggest research leads, but students should check original sources before using evidence in round.</p></details></section>
+      <section class="section faq article" aria-labelledby="faq"><h2 id="faq">Frequently asked questions</h2><details><summary>Is DebateLab an AI debate practice platform?</summary><p>Yes. DebateLab focuses on debate prep workflows such as cases, rebuttals, evidence, flowcharts, coaching, and timing.</p></details><details><summary>Should students verify AI-generated debate evidence?</summary><p>Yes. AI can suggest research leads, but students should check original sources before using evidence in round.</p></details></section>
     </article>
     <aside class="section article" aria-labelledby="about"><h2 id="about">About DebateLab</h2><p>DebateLab is an AI debate prep and practice app for students and competitive debaters that builds structured cases, finds the weak points in arguments, researches evidence with citations and runs timed practice rounds against an AI opponent. The app is available in English, Spanish and Hungarian.</p><p>As of October 2026, DebateLab has a 3-day free trial with no credit card required, then Pro costs $5/month + tax. There is no permanent free plan. <a href="/debatelab-pricing">See pricing</a>.</p></aside>
     <section class="section article" aria-labelledby="related"><h2 id="related">Related DebateLab guides</h2><nav class="links" aria-label="Related guides"><a href="/ai-debate-practice">AI Debate Practice Platform</a>
diff --git a/public/debate-prep-time-management/index.html b/public/debate-prep-time-management/index.html
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--- a/public/debate-prep-time-management/index.html
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@@ -17,12 +17,12 @@
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   <meta property="og:image:alt" content="DebateLab debate prep workspace preview" />
   <meta property="article:published_time" content="2026-07-05" />
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-  <script type="application/ld+json">{"@context":"https://schema.org","@graph":[{"@type":"Article","headline":"Debate Prep Time Management","name":"Debate Prep Time Management | DebateLab Guide","url":"https://debate.pi-stack.org/debate-prep-time-management","description":"Learn how to manage prep time in debate: allocation strategies, block building, speech prioritization, and tournament-day prep workflow.","inLanguage":"en","dateModified":"2026-10-20","datePublished":"2026-07-05","author":{"@type":"Organization","@id":"https://debate.pi-stack.org/#organization","name":"Pi-Stack","url":"https://debate.pi-stack.org/"},"publisher":{"@type":"Organization","@id":"https://debate.pi-stack.org/#organization","name":"Pi-Stack","url":"https://debate.pi-stack.org/"},"about":{"@id":"https://debate.pi-stack.org/#software"}},{"@type":"FAQPage","mainEntity":[{"@type":"Question","name":"How should you spend your prep time in debate?","acceptedAnswer":{"@type":"Answer","text":"Spend it on the clashes that decide the round, not on reading every card. One split is to give the first third to case structure, the second third to rebuttal blocks and the last third to speech organization and weighing. Before a round, organize your evidence, confirm your arguments and practice the opening. During prep time, prioritize blocks over new research."}},{"@type":"Question","name":"Is DebateLab an AI debate practice platform?","acceptedAnswer":{"@type":"Answer","text":"Yes. DebateLab focuses on debate prep workflows such as cases, rebuttals, evidence, flowcharts, coaching, and timing."}},{"@type":"Question","name":"Can Google index private DebateLab app pages?","acceptedAnswer":{"@type":"Answer","text":"No. Private dashboards and account routes should remain noindexed while public guides provide crawlable context."}},{"@type":"Question","name":"Should students verify AI-generated debate evidence?","acceptedAnswer":{"@type":"Answer","text":"Yes. AI can suggest research leads, but students should check original sources before using evidence in round."}}]},{"@type":"BreadcrumbList","itemListElement":[{"@type":"ListItem","position":1,"name":"DebateLab by Pi-Stack","item":"https://debate.pi-stack.org/"},{"@type":"ListItem","position":2,"name":"Debate Prep Time Management","item":"https://debate.pi-stack.org/debate-prep-time-management"}]}]}</script>
+  <script type="application/ld+json">{"@context":"https://schema.org","@graph":[{"@type":"Article","headline":"Debate Prep Time Management","name":"Debate Prep Time Management | DebateLab Guide","url":"https://debate.pi-stack.org/debate-prep-time-management","description":"Learn how to manage prep time in debate: allocation strategies, block building, speech prioritization, and tournament-day prep workflow.","inLanguage":"en","dateModified":"2026-10-23","datePublished":"2026-07-05","author":{"@type":"Organization","@id":"https://debate.pi-stack.org/#organization","name":"Pi-Stack","url":"https://debate.pi-stack.org/","logo":"https://debate.pi-stack.org/icon-1024.png"},"publisher":{"@type":"Organization","@id":"https://debate.pi-stack.org/#organization","name":"Pi-Stack","url":"https://debate.pi-stack.org/","logo":"https://debate.pi-stack.org/icon-1024.png"},"about":{"@id":"https://debate.pi-stack.org/#software"}},{"@type":"FAQPage","mainEntity":[{"@type":"Question","name":"How should you spend your prep time in debate?","acceptedAnswer":{"@type":"Answer","text":"Spend it on the clashes that decide the round, not on reading every card. One split is to give the first third to case structure, the second third to rebuttal blocks and the last third to speech organization and weighing. Before a round, organize your evidence, confirm your arguments and practice the opening. During prep time, prioritize blocks over new research."}},{"@type":"Question","name":"Is DebateLab an AI debate practice platform?","acceptedAnswer":{"@type":"Answer","text":"Yes. DebateLab focuses on debate prep workflows such as cases, rebuttals, evidence, flowcharts, coaching, and timing."}},{"@type":"Question","name":"Should students verify AI-generated debate evidence?","acceptedAnswer":{"@type":"Answer","text":"Yes. AI can suggest research leads, but students should check original sources before using evidence in round."}}]},{"@type":"BreadcrumbList","itemListElement":[{"@type":"ListItem","position":1,"name":"DebateLab by Pi-Stack","item":"https://debate.pi-stack.org/"},{"@type":"ListItem","position":2,"name":"Debate Prep Time Management","item":"https://debate.pi-stack.org/debate-prep-time-management"}]}]}</script>
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@@ -31,11 +31,11 @@
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     <nav class="breadcrumb" aria-label="Breadcrumb"><a href="/">DebateLab</a> / <span aria-current="page">Debate Prep Time Management</span></nav>
     <article>
-      <header class="hero"><span class="eyebrow">Strategy guide</span><h1>Debate Prep Time Management</h1><p class="lead">Use your limited prep time to build the arguments that win rounds.</p><p class="dates">Published <time datetime="2026-07-05">July 5, 2026</time> · Updated <time datetime="2026-10-20">October 20, 2026</time></p><div class="cta"><a class="btn primary" href="/app">Start practicing</a><a class="btn secondary" href="/">See DebateLab</a></div></header>
+      <header class="hero"><span class="eyebrow">Strategy guide</span><h1>Debate Prep Time Management</h1><p class="lead">Use your limited prep time to build the arguments that win rounds.</p><p class="dates">Published <time datetime="2026-07-05">July 5, 2026</time> · Updated <time datetime="2026-10-23">October 23, 2026</time></p><div class="cta"><a class="btn primary" href="/app">Start practicing</a><a class="btn secondary" href="/">See DebateLab</a></div></header>
       <section class="answer" aria-labelledby="short-answer"><h2 id="short-answer">How should you spend your prep time in debate?</h2><p>Spend it on the clashes that decide the round, not on reading every card. One split is to give the first third to case structure, the second third to rebuttal blocks and the last third to speech organization and weighing. Before a round, organize your evidence, confirm your arguments and practice the opening. During prep time, prioritize blocks over new research.</p></section>
       <section class="grid" aria-label="Highlights"><article class="card"><h3>Prep allocation</h3></article><article class="card"><h3>Block building strategy</h3></article><article class="card"><h3>Speech prioritization</h3></article></section>
       <div class="article section"><h2>Why prep management matters</h2><p>Prep time is limited. The best debaters spend it on the clashes that decide the round, not on reading every card.</p><h2>How to allocate prep time</h2><p>Spend the first third on case structure, the second on rebuttal blocks, and the last on speech organization and weighing.</p><h2>Tournament-day prep</h2><p>Before the round, organize evidence, confirm arguments, and practice the opening. During prep time, prioritize blocks over new research.</p></div>
-      <section class="section faq article" aria-labelledby="faq"><h2 id="faq">Frequently asked questions</h2><details><summary>Is DebateLab an AI debate practice platform?</summary><p>Yes. DebateLab focuses on debate prep workflows such as cases, rebuttals, evidence, flowcharts, coaching, and timing.</p></details><details><summary>Can Google index private DebateLab app pages?</summary><p>No. Private dashboards and account routes should remain noindexed while public guides provide crawlable context.</p></details><details><summary>Should students verify AI-generated debate evidence?</summary><p>Yes. AI can suggest research leads, but students should check original sources before using evidence in round.</p></details></section>
+      <section class="section faq article" aria-labelledby="faq"><h2 id="faq">Frequently asked questions</h2><details><summary>Is DebateLab an AI debate practice platform?</summary><p>Yes. DebateLab focuses on debate prep workflows such as cases, rebuttals, evidence, flowcharts, coaching, and timing.</p></details><details><summary>Should students verify AI-generated debate evidence?</summary><p>Yes. AI can suggest research leads, but students should check original sources before using evidence in round.</p></details></section>
     </article>
     <aside class="section article" aria-labelledby="about"><h2 id="about">About DebateLab</h2><p>DebateLab is an AI debate prep and practice app for students and competitive debaters that builds structured cases, finds the weak points in arguments, researches evidence with citations and runs timed practice rounds against an AI opponent. The app is available in English, Spanish and Hungarian.</p><p>As of October 2026, DebateLab has a 3-day free trial with no credit card required, then Pro costs $5/month + tax. There is no permanent free plan. <a href="/debatelab-pricing">See pricing</a>.</p></aside>
     <section class="section article" aria-labelledby="related"><h2 id="related">Related DebateLab guides</h2><nav class="links" aria-label="Related guides"><a href="/ai-debate-practice">AI Debate Practice Platform</a>
diff --git a/public/debate-pronunciation-and-delivery/index.html b/public/debate-pronunciation-and-delivery/index.html
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--- a/public/debate-pronunciation-and-delivery/index.html
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   <meta property="og:image:alt" content="DebateLab debate prep workspace preview" />
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     <nav class="breadcrumb" aria-label="Breadcrumb"><a href="/">DebateLab</a> / <span aria-current="page">Debate Speech Delivery and Pronunciation Guide</span></nav>
     <article>
-      <header class="hero"><span class="eyebrow">Delivery guide</span><h1>Debate Speech Delivery and Pronunciation Guide</h1><p class="lead">Clear delivery makes your arguments land. Slow down, emphasize key words, and pause where it matters.</p><p class="dates">Published <time datetime="2026-07-05">July 5, 2026</time> · Updated <time datetime="2026-10-20">October 20, 2026</time></p><div class="cta"><a class="btn primary" href="/app">Start practicing</a><a class="btn secondary" href="/">See DebateLab</a></div></header>
+      <header class="hero"><span class="eyebrow">Delivery guide</span><h1>Debate Speech Delivery and Pronunciation Guide</h1><p class="lead">Clear delivery makes your arguments land. Slow down, emphasize key words, and pause where it matters.</p><p class="dates">Published <time datetime="2026-07-05">July 5, 2026</time> · Updated <time datetime="2026-10-23">October 23, 2026</time></p><div class="cta"><a class="btn primary" href="/app">Start practicing</a><a class="btn secondary" href="/">See DebateLab</a></div></header>
       <section class="answer" aria-labelledby="short-answer"><h2 id="short-answer">How can I improve my debate speech delivery?</h2><p>Slow down on tags and author names, pause between contentions and emphasize your weighing phrases. The judge cannot vote for an argument they did not hear clearly, so speed without clarity is wasted effort. Practice with a timer and record yourself to catch the common problems: speaking too fast, mumbling, monotone delivery and forgetting to pause. Each of these can cost you rounds even when your arguments are strong.</p></section>
       <section class="grid" aria-label="Highlights"><article class="card"><h3>Clarity and pacing</h3></article><article class="card"><h3>Emphasis techniques</h3></article><article class="card"><h3>Pause strategy</h3></article></section>
       <div class="article section"><h2>Why delivery matters</h2><p>The judge cannot vote for an argument they did not hear clearly. Speed without clarity is wasted effort.</p><h2>How to improve delivery</h2><p>Slow down on tags and author names, pause between contentions, and emphasize weighing phrases. Practice with a timer and record yourself.</p><h2>Common delivery problems</h2><p>Speaking too fast, mumbling, monotone delivery, and forgetting to pause. Each of these can cost you rounds even with strong arguments.</p></div>
-      <section class="section faq article" aria-labelledby="faq"><h2 id="faq">Frequently asked questions</h2><details><summary>Is DebateLab an AI debate practice platform?</summary><p>Yes. DebateLab focuses on debate prep workflows such as cases, rebuttals, evidence, flowcharts, coaching, and timing.</p></details><details><summary>Can Google index private DebateLab app pages?</summary><p>No. Private dashboards and account routes should remain noindexed while public guides provide crawlable context.</p></details><details><summary>Should students verify AI-generated debate evidence?</summary><p>Yes. AI can suggest research leads, but students should check original sources before using evidence in round.</p></details></section>
+      <section class="section faq article" aria-labelledby="faq"><h2 id="faq">Frequently asked questions</h2><details><summary>Is DebateLab an AI debate practice platform?</summary><p>Yes. DebateLab focuses on debate prep workflows such as cases, rebuttals, evidence, flowcharts, coaching, and timing.</p></details><details><summary>Should students verify AI-generated debate evidence?</summary><p>Yes. AI can suggest research leads, but students should check original sources before using evidence in round.</p></details></section>
     </article>
     <aside class="section article" aria-labelledby="about"><h2 id="about">About DebateLab</h2><p>DebateLab is an AI debate prep and practice app for students and competitive debaters that builds structured cases, finds the weak points in arguments, researches evidence with citations and runs timed practice rounds against an AI opponent. The app is available in English, Spanish and Hungarian.</p><p>As of October 2026, DebateLab has a 3-day free trial with no credit card required, then Pro costs $5/month + tax. There is no permanent free plan. <a href="/debatelab-pricing">See pricing</a>.</p></aside>
     <section class="section article" aria-labelledby="related"><h2 id="related">Related DebateLab guides</h2><nav class="links" aria-label="Related guides"><a href="/ai-debate-practice">AI Debate Practice Platform</a>
diff --git a/public/debate-rebuttal-practice/index.html b/public/debate-rebuttal-practice/index.html
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diff --git a/public/debate-speech-structure/index.html b/public/debate-speech-structure/index.html
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     <nav class="breadcrumb" aria-label="Breadcrumb"><a href="/">DebateLab</a> / <span aria-current="page">Debate Speech Structure Guide</span></nav>
     <article>
-      <header class="hero"><span class="eyebrow">Strategy guide</span><h1>Debate Speech Structure Guide</h1><p class="lead">Structure your speech so the judge can follow every argument and every comparison.</p><p class="dates">Published <time datetime="2026-07-05">July 5, 2026</time> · Updated <time datetime="2026-10-20">October 20, 2026</time></p><div class="cta"><a class="btn primary" href="/app">Start practicing</a><a class="btn secondary" href="/">See DebateLab</a></div></header>
+      <header class="hero"><span class="eyebrow">Strategy guide</span><h1>Debate Speech Structure Guide</h1><p class="lead">Structure your speech so the judge can follow every argument and every comparison.</p><p class="dates">Published <time datetime="2026-07-05">July 5, 2026</time> · Updated <time datetime="2026-10-23">October 23, 2026</time></p><div class="cta"><a class="btn primary" href="/app">Start practicing</a><a class="btn secondary" href="/">See DebateLab</a></div></header>
       <section class="answer" aria-labelledby="short-answer"><h2 id="short-answer">How should you structure a debate speech?</h2><p>It depends on the speech. In an opening speech, state your position, define key terms, present contentions with warrants and impacts, and preview your weighing. In a rebuttal or final speech, respond to the key clash, extend your offense, weigh the comparison and end by telling the judge why you win. In every speech, the judge should never be confused about where you are, because a well-structured speech is easier to flow, easier to judge and easier to win.</p></section>
       <section class="grid" aria-label="Highlights"><article class="card"><h3>Opening structure</h3></article><article class="card"><h3>Rebuttal structure</h3></article><article class="card"><h3>Final speech structure</h3></article></section>
       <div class="article section"><h2>Why structure matters</h2><p>A well-structured speech is easier to flow, easier to judge, and easier to win. The judge should never be confused about where you are.</p><h2>Opening speech structure</h2><p>State your position, define key terms, present contentions with warrants and impacts, and preview weighing.</p><h2>Rebuttal and final speech structure</h2><p>Respond to the key clash, extend your offense, weigh the comparison, and frame the ballot. End by telling the judge why you win.</p></div>
-      <section class="section faq article" aria-labelledby="faq"><h2 id="faq">Frequently asked questions</h2><details><summary>Is DebateLab an AI debate practice platform?</summary><p>Yes. DebateLab focuses on debate prep workflows such as cases, rebuttals, evidence, flowcharts, coaching, and timing.</p></details><details><summary>Can Google index private DebateLab app pages?</summary><p>No. Private dashboards and account routes should remain noindexed while public guides provide crawlable context.</p></details><details><summary>Should students verify AI-generated debate evidence?</summary><p>Yes. AI can suggest research leads, but students should check original sources before using evidence in round.</p></details></section>
+      <section class="section faq article" aria-labelledby="faq"><h2 id="faq">Frequently asked questions</h2><details><summary>Is DebateLab an AI debate practice platform?</summary><p>Yes. DebateLab focuses on debate prep workflows such as cases, rebuttals, evidence, flowcharts, coaching, and timing.</p></details><details><summary>Should students verify AI-generated debate evidence?</summary><p>Yes. AI can suggest research leads, but students should check original sources before using evidence in round.</p></details></section>
     </article>
     <aside class="section article" aria-labelledby="about"><h2 id="about">About DebateLab</h2><p>DebateLab is an AI debate prep and practice app for students and competitive debaters that builds structured cases, finds the weak points in arguments, researches evidence with citations and runs timed practice rounds against an AI opponent. The app is available in English, Spanish and Hungarian.</p><p>As of October 2026, DebateLab has a 3-day free trial with no credit card required, then Pro costs $5/month + tax. There is no permanent free plan. <a href="/debatelab-pricing">See pricing</a>.</p></aside>
     <section class="section article" aria-labelledby="related"><h2 id="related">Related DebateLab guides</h2><nav class="links" aria-label="Related guides"><a href="/ai-debate-practice">AI Debate Practice Platform</a>
diff --git a/public/debate-topics-for-students/index.html b/public/debate-topics-for-students/index.html
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     <nav class="breadcrumb" aria-label="Breadcrumb"><a href="/">DebateLab</a> / <span aria-current="page">DebateLab Pricing and Plans</span></nav>
     <article>
-      <header class="hero"><span class="eyebrow">Pricing</span><h1>DebateLab Pricing and Plans</h1><p class="lead">A 3-day free trial with no credit card, then one paid plan. Prices on this page were checked in October 2026.</p><p class="dates">Published <time datetime="2026-07-05">July 5, 2026</time> · Updated <time datetime="2026-10-20">October 20, 2026</time></p><div class="cta"><a class="btn primary" href="/app">Start practicing</a><a class="btn secondary" href="/">See DebateLab</a></div></header>
+      <header class="hero"><span class="eyebrow">Pricing</span><h1>DebateLab Pricing and Plans</h1><p class="lead">A 3-day free trial with no credit card, then one paid plan. Prices on this page were checked in October 2026.</p><p class="dates">Published <time datetime="2026-07-05">July 5, 2026</time> · Updated <time datetime="2026-10-23">October 23, 2026</time></p><div class="cta"><a class="btn primary" href="/app">Start practicing</a><a class="btn secondary" href="/">See DebateLab</a></div></header>
       <section class="answer" aria-labelledby="short-answer"><h2 id="short-answer">How much does DebateLab cost?</h2><p>As of October 2026, DebateLab has a 3-day free trial with no credit card required, then Pro costs $5/month + tax. There is no permanent free plan. Whether Pro is worth it depends on how often you prepare: if you debate every week or have a tournament coming, it covers heavy prep weeks with higher daily limits and all 10 models. If you need help only occasionally and want to stay free, a general chatbot&#x27;s free tier or a free practice tool will suit you better.</p></section>
-      <section class="grid" aria-label="Highlights"><article class="card"><h3>Trial: $0 for 3 days</h3><p class="muted">All 11 prep modes with starter AI prep access and starter models. No credit card required to start.</p></article><article class="card"><h3>Pro: $5/month + tax</h3><p class="muted">Expanded AI prep access, all 10 models, Active Grounding research and priority support.</p></article><article class="card"><h3>No permanent free plan</h3><p class="muted">When the trial ends, a Pro subscription is required to keep using DebateLab. You can cancel any time.</p></article></section>
-      <div class="article section"><h2>What each plan includes (as of October 2026)</h2><h3>Trial</h3><ul><li>Price: $0 for 3 days. No credit card required.</li><li>All 11 prep modes: Case Generator, Case Attacker, Brainstorm, Factoids, Ask Coach, Crossfire, Sparring, Source Library, Debate Timer, Flowchart and History.</li><li>Starter AI prep access and starter models.</li></ul><h3>Pro</h3><ul><li>Price: $5 per month, plus tax.</li><li>All 11 prep modes.</li><li>Expanded AI prep access, with higher daily limits for heavy prep weeks.</li><li>All 10 models, including Claude Opus and Sonnet, GPT-6.1 Sol and Gemini.</li><li>Active Grounding research and priority support.</li></ul><p>There is no permanent free plan. After the trial, a subscription is required to continue using DebateLab.</p><h2>Is Pro worth it for you?</h2><p>It depends on how often you prepare. Use the trial on a real motion: generate a case, attack it, run one Sparring round and read the verdict. If that loop saved you time, Pro is priced for students who prep every week or have a tournament coming.</p><p>If you debate a few times a year, or you need a tool that stays free, DebateLab is probably not the right fit. A general chatbot&#x27;s free tier can cover occasional brainstorming, and some practice tools are free to use.</p><h2>Cancelling</h2><p>You can cancel any time from the Settings page. You keep Pro access until the end of the billing period you already paid for.</p></div>
+      <section class="grid" aria-label="Highlights"><article class="card"><h3>Trial: $0 for 3 days</h3><p class="muted">All 8 prep modes plus Source Library, Debate Timer and History, with starter AI prep access and starter models. No credit card required to start.</p></article><article class="card"><h3>Pro: $5/month + tax</h3><p class="muted">Expanded AI prep access, all 10 models, Active Grounding research and priority support.</p></article><article class="card"><h3>No permanent free plan</h3><p class="muted">When the trial ends, a Pro subscription is required to keep using DebateLab. You can cancel any time.</p></article></section>
+      <div class="article section"><h2>What each plan includes (as of October 2026)</h2><h3>Trial</h3><ul><li>Price: $0 for 3 days. No credit card required.</li><li>All 8 prep modes: Case Generator, Brainstorm, Factoids, Flowchart, Case Attacker, Ask Coach, Crossfire and Sparring, plus Source Library, Debate Timer and History.</li><li>Starter AI prep access and starter models.</li></ul><h3>Pro</h3><ul><li>Price: $5/month + tax.</li><li>All 8 prep modes plus Source Library, Debate Timer and History.</li><li>Expanded AI prep access, with higher daily limits for heavy prep weeks.</li><li>All 10 models, including Claude Opus and Sonnet, GPT-6.1 Sol and Gemini.</li><li>Active Grounding research and priority support.</li></ul><p>There is no permanent free plan. After the trial, a subscription is required to continue using DebateLab.</p><h2>Is Pro worth it for you?</h2><p>It depends on how often you prepare. Use the trial on a real motion: generate a case, attack it, run one Sparring round and read the verdict. If that loop saved you time, Pro is priced for students who prep every week or have a tournament coming.</p><p>If you debate a few times a year, or you need a tool that stays free, DebateLab is probably not the right fit. A general chatbot&#x27;s free tier can cover occasional brainstorming, and some practice tools are free to use.</p><h2>Cancelling</h2><p>You can cancel any time from the Settings page. You keep Pro access until the end of the billing period you already paid for.</p></div>
       <section class="section faq article" aria-labelledby="faq"><h2 id="faq">Frequently asked questions</h2><details><summary>How much does DebateLab cost?</summary><p>As of October 2026, DebateLab has a 3-day free trial with no credit card required. After that, Pro costs $5/month + tax.</p></details><details><summary>Is there a free plan?</summary><p>No. There is a 3-day free trial, but no permanent free plan. A subscription is required after the trial.</p></details><details><summary>Do I need a credit card for the trial?</summary><p>No. You can start the 3-day trial without a credit card.</p></details><details><summary>What does Pro add over the trial?</summary><p>Expanded AI prep access with higher daily limits, all 10 models including Claude Opus and Sonnet, GPT-6.1 Sol and Gemini, Active Grounding research and priority support.</p></details><details><summary>Can I cancel my subscription?</summary><p>Yes, any time from the Settings page. You keep access until the end of your billing period.</p></details></section>
     </article>
     <aside class="section article" aria-labelledby="about"><h2 id="about">About DebateLab</h2><p>DebateLab is an AI debate prep and practice app for students and competitive debaters that builds structured cases, finds the weak points in arguments, researches evidence with citations and runs timed practice rounds against an AI opponent. The app is available in English, Spanish and Hungarian.</p><p>As of October 2026, DebateLab has a 3-day free trial with no credit card required, then Pro costs $5/month + tax. There is no permanent free plan. <a href="/debatelab-pricing">See pricing</a>.</p></aside>
diff --git a/public/debatelab-vs-chatgpt/index.html b/public/debatelab-vs-chatgpt/index.html
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-      <header class="hero"><span class="eyebrow">Comparison</span><h1>DebateLab vs DebateClub</h1><p class="lead">Voice sparring vs structured prep: two approaches to AI debate practice.</p><p class="dates">Published <time datetime="2026-07-05">July 5, 2026</time> · Updated <time datetime="2026-10-20">October 20, 2026</time></p><div class="cta"><a class="btn primary" href="/app">Start practicing</a><a class="btn secondary" href="/">See DebateLab</a></div></header>
+      <header class="hero"><span class="eyebrow">Comparison</span><h1>DebateLab vs DebateClub</h1><p class="lead">Voice sparring vs structured prep: two approaches to AI debate practice.</p><p class="dates">Published <time datetime="2026-07-05">July 5, 2026</time> · Updated <time datetime="2026-10-23">October 23, 2026</time></p><div class="cta"><a class="btn primary" href="/app">Start practicing</a><a class="btn secondary" href="/">See DebateLab</a></div></header>
       <section class="answer" aria-labelledby="short-answer"><h2 id="short-answer">Which is better, DebateLab or DebateClub?</h2><p>They solve different problems. As of October 2026, DebateClub is voice-only sparring for high-stakes conversations such as negotiations, pitches and meetings, with opponent personas and rhetorical technique scoring, and Pro costs $19/month. It names no competitive debate formats. DebateLab is built for school and competitive debate: cases, rebuttals, evidence, a timer and timed rounds in School 4-6-6-3, Lincoln-Douglas and Public Forum, at $5/month + tax after a 3-day trial. Choose DebateClub for workplace persuasion practice and DebateLab for tournament prep.</p></section>
       <section class="grid" aria-label="Highlights"><article class="card"><h3>Audience</h3><p class="muted">As of October 2026, DebateClub describes itself as training for high-stakes conversations such as negotiations, pitches and meetings. DebateLab is built for school and competitive debate.</p></article><article class="card"><h3>Practice style</h3><p class="muted">DebateClub is voice-only sparring with opponent personas. DebateLab combines case prep tools with timed Sparring rounds you can type or speak.</p></article><article class="card"><h3>Price</h3><p class="muted">DebateClub has a free tier with one debate credit and Pro at $19/month. DebateLab has a 3-day free trial, then Pro at $5/month + tax.</p></article></section>
-      <div class="article section"><h2>What DebateClub offers</h2><p>DebateClub (debateclub.app) calls itself a training platform for high-stakes conversations: you speak out loud and an AI sparring partner responds in real time. Its site lists opponent personas such as a skeptical investor or a hostile critic, detection and scoring of rhetorical techniques, session recordings and a prep screen for openings and counters. It does not name school or competitive debate formats.</p><p>As of October 2026, its plans are Free ($0, one debate credit) and Pro ($19/month or $149/year). These details come from DebateClub&#x27;s own site; check it for current terms.</p><h2>What DebateLab offers</h2><p>DebateLab is an AI debate prep and practice app for students and competitive debaters, with 11 prep modes. It builds structured cases with a predicted opponent case, finds weak links with Attack, researches claims with Factoids, drills cross-examination in Crossfire and runs timed Sparring rounds in School 4-6-6-3, Lincoln-Douglas and Public Forum that end in a verdict. Voice mode lets you speak your speeches instead of typing them.</p><p>As of October 2026, DebateLab has a 3-day free trial with no credit card, then Pro at $5/month + tax. The app is available in English, Spanish and Hungarian.</p><h2>Which fits you</h2><ul><li>Preparing for a negotiation, pitch, interview or meeting: DebateClub is built for that.</li><li>Practising out loud against interruptions and difficult personas: DebateClub.</li><li>Preparing cases, rebuttals and evidence for a debate tournament: DebateLab.</li><li>Practising full rounds in a school debate format with speech times and a verdict: DebateLab.</li></ul></div>
+      <div class="article section"><h2>What DebateClub offers</h2><p>DebateClub (debateclub.app) calls itself a training platform for high-stakes conversations: you speak out loud and an AI sparring partner responds in real time. Its site lists opponent personas such as a skeptical investor or a hostile critic, detection and scoring of rhetorical techniques, session recordings and a prep screen for openings and counters. It does not name school or competitive debate formats.</p><p>As of October 2026, its plans are Free ($0, one debate credit) and Pro ($19/month or $149/year). These details come from DebateClub&#x27;s own site; check it for current terms.</p><h2>What DebateLab offers</h2><p>DebateLab is an AI debate prep and practice app for students and competitive debaters, with 8 prep modes. It builds structured cases with a predicted opponent case, finds weak links with Attack, researches claims with Factoids, drills cross-examination in Crossfire and runs timed Sparring rounds in School 4-6-6-3, Lincoln-Douglas and Public Forum that end in a verdict. Voice mode lets you speak your speeches instead of typing them.</p><p>As of October 2026, DebateLab has a 3-day free trial with no credit card, then Pro at $5/month + tax. The app is available in English, Spanish and Hungarian.</p><h2>Which fits you</h2><ul><li>Preparing for a negotiation, pitch, interview or meeting: DebateClub is built for that.</li><li>Practising out loud against interruptions and difficult personas: DebateClub.</li><li>Preparing cases, rebuttals and evidence for a debate tournament: DebateLab.</li><li>Practising full rounds in a school debate format with speech times and a verdict: DebateLab.</li></ul></div>
       <section class="section faq article" aria-labelledby="faq"><h2 id="faq">Frequently asked questions</h2><details><summary>Is DebateClub for competitive debate?</summary><p>As of October 2026, DebateClub&#x27;s site describes training for high-stakes conversations such as negotiations and pitches and does not name competitive debate formats.</p></details><details><summary>Does DebateLab support voice practice?</summary><p>Yes. Sparring has a voice mode, so you can speak your speeches instead of typing them.</p></details><details><summary>Which is cheaper?</summary><p>As of October 2026, DebateLab Pro is $5/month + tax and DebateClub Pro is $19/month. DebateClub also has a free tier with one debate credit; DebateLab has a 3-day trial and no permanent free plan.</p></details></section>
     </article>
     <aside class="section article" aria-labelledby="about"><h2 id="about">About DebateLab</h2><p>DebateLab is an AI debate prep and practice app for students and competitive debaters that builds structured cases, finds the weak points in arguments, researches evidence with citations and runs timed practice rounds against an AI opponent. The app is available in English, Spanish and Hungarian.</p><p>As of October 2026, DebateLab has a 3-day free trial with no credit card required, then Pro costs $5/month + tax. There is no permanent free plan. <a href="/debatelab-pricing">See pricing</a>.</p></aside>
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-      <header class="hero"><span class="eyebrow">Comparison</span><h1>DebateLab vs WinDebate</h1><p class="lead">Two AI debate prep platforms compared on features and workflows.</p><p class="dates">Published <time datetime="2026-07-05">July 5, 2026</time> · Updated <time datetime="2026-10-20">October 20, 2026</time></p><div class="cta"><a class="btn primary" href="/app">Start practicing</a><a class="btn secondary" href="/">See DebateLab</a></div></header>
+      <header class="hero"><span class="eyebrow">Comparison</span><h1>DebateLab vs WinDebate</h1><p class="lead">Two AI debate prep platforms compared on features and workflows.</p><p class="dates">Published <time datetime="2026-07-05">July 5, 2026</time> · Updated <time datetime="2026-10-23">October 23, 2026</time></p><div class="cta"><a class="btn primary" href="/app">Start practicing</a><a class="btn secondary" href="/">See DebateLab</a></div></header>
       <section class="answer" aria-labelledby="short-answer"><h2 id="short-answer">Which is better, DebateLab or WinDebate?</h2><p>It depends on your format, budget and how you practise. As of October 2026, WinDebate names six formats including Congressional, Policy and British Parliamentary, has a free tier with monthly limits, and adds live-round capture, replay review and progress tracking, with paid plans from $19.99/month. DebateLab costs $5/month + tax after a 3-day trial, runs full practice rounds against an AI opponent in School 4-6-6-3, Lincoln-Douglas and Public Forum, and works in English, Spanish and Hungarian. Choose WinDebate for Policy, Congress or season tracking, and DebateLab for low-cost case building and sparring.</p></section>
       <section class="grid" aria-label="Highlights"><article class="card"><h3>Formats</h3><p class="muted">As of October 2026, WinDebate names six formats: Public Forum, Lincoln-Douglas, Congressional, Policy, World Schools and British Parliamentary. DebateLab&#x27;s Sparring rounds cover School 4-6-6-3, Lincoln-Douglas and Public Forum.</p></article><article class="card"><h3>Price</h3><p class="muted">WinDebate has a free tier with monthly limits and paid plans from $19.99/month. DebateLab has a 3-day free trial, then Pro at $5/month + tax.</p></article><article class="card"><h3>Workflow</h3><p class="muted">WinDebate is organised as prep, practice, live round and review. DebateLab keeps cases, sources, practice rounds and debriefs together in one Current Debate.</p></article></section>
-      <div class="article section"><h2>What WinDebate offers</h2><p>WinDebate (windebate.ai) describes itself as a debate training platform with four stages: prep, practice, live and review. Its site lists research on both sides with evidence and rebuttal trees, targeted drills for attack, defense, weighing and speeches, a Live Round Assistant that captures speeches and builds response cards, replay review that turns a round into drills, and progress tracking.</p><p>As of October 2026, its plans are Free ($0, with 1 research session, 10 drills and 1 Live Assistant round a month), Plus ($19.99/month, which adds voice input and playback and weekly progress) and Pro ($39.99/month). These details come from WinDebate&#x27;s own site; check it for current terms.</p><h2>What DebateLab offers</h2><p>DebateLab is an AI debate prep and practice app with 11 prep modes. You start a Current Debate for one motion, add sources to its Library, generate a structured case with a predicted opponent case, find weak links with Attack, research claims with Factoids, ask the Ask coach, drill cross-examination in Crossfire, and run timed Sparring rounds against an AI opponent that end in a verdict. A speech timer and an argument flowchart round it out.</p><p>As of October 2026, DebateLab has a 3-day free trial with no credit card, then Pro at $5/month + tax. The app is available in English, Spanish and Hungarian.</p><h2>How to choose</h2><ul><li>You debate Policy, Congress or British Parliamentary and want a tool that names your format: WinDebate lists all three.</li><li>You want to track progress across a season or review recorded rounds: WinDebate lists progress tracking and replay review.</li><li>You want a free tier you can keep using: WinDebate has one; DebateLab does not.</li><li>You want full practice rounds against an AI opponent in School 4-6-6-3, Lincoln-Douglas or Public Forum, with a verdict: DebateLab.</li><li>You prepare in Spanish or Hungarian, or want the lowest paid price: DebateLab.</li></ul><p>The fairest test is to run the same motion through both during DebateLab&#x27;s trial and WinDebate&#x27;s free tier, then compare the cases, the feedback and how much setup each needed.</p></div>
+      <div class="article section"><h2>What WinDebate offers</h2><p>WinDebate (windebate.ai) describes itself as a debate training platform with four stages: prep, practice, live and review. Its site lists research on both sides with evidence and rebuttal trees, targeted drills for attack, defense, weighing and speeches, a Live Round Assistant that captures speeches and builds response cards, replay review that turns a round into drills, and progress tracking.</p><p>As of October 2026, its plans are Free ($0, with 1 research session, 10 drills and 1 Live Assistant round a month), Plus ($19.99/month, which adds voice input and playback and weekly progress) and Pro ($39.99/month). These details come from WinDebate&#x27;s own site; check it for current terms.</p><h2>What DebateLab offers</h2><p>DebateLab is an AI debate prep and practice app with 8 prep modes. You start a Current Debate for one motion, add sources to its Library, generate a structured case with a predicted opponent case, find weak links with Attack, research claims with Factoids, ask the Ask coach, drill cross-examination in Crossfire, and run timed Sparring rounds against an AI opponent that end in a verdict. A speech timer and an argument flowchart round it out.</p><p>As of October 2026, DebateLab has a 3-day free trial with no credit card, then Pro at $5/month + tax. The app is available in English, Spanish and Hungarian.</p><h2>How to choose</h2><ul><li>You debate Policy, Congress or British Parliamentary and want a tool that names your format: WinDebate lists all three.</li><li>You want to track progress across a season or review recorded rounds: WinDebate lists progress tracking and replay review.</li><li>You want a free tier you can keep using: WinDebate has one; DebateLab does not.</li><li>You want full practice rounds against an AI opponent in School 4-6-6-3, Lincoln-Douglas or Public Forum, with a verdict: DebateLab.</li><li>You prepare in Spanish or Hungarian, or want the lowest paid price: DebateLab.</li></ul><p>The fairest test is to run the same motion through both during DebateLab&#x27;s trial and WinDebate&#x27;s free tier, then compare the cases, the feedback and how much setup each needed.</p></div>
       <section class="section faq article" aria-labelledby="faq"><h2 id="faq">Frequently asked questions</h2><details><summary>Is DebateLab cheaper than WinDebate?</summary><p>As of October 2026, DebateLab Pro is $5/month + tax and WinDebate&#x27;s paid plans start at $19.99/month. WinDebate also has a free tier with monthly limits; DebateLab has a 3-day trial and no permanent free plan.</p></details><details><summary>Which formats does each tool support?</summary><p>WinDebate names Public Forum, Lincoln-Douglas, Congressional, Policy, World Schools and British Parliamentary. DebateLab&#x27;s case, Attack, Ask and Crossfire tools work for any motion, and Sparring runs School 4-6-6-3, Lincoln-Douglas and Public Forum rounds.</p></details><details><summary>Can I use both?</summary><p>Yes. They are separate products, and some debaters use one for prep and another for review.</p></details></section>
     </article>
     <aside class="section article" aria-labelledby="about"><h2 id="about">About DebateLab</h2><p>DebateLab is an AI debate prep and practice app for students and competitive debaters that builds structured cases, finds the weak points in arguments, researches evidence with citations and runs timed practice rounds against an AI opponent. The app is available in English, Spanish and Hungarian.</p><p>As of October 2026, DebateLab has a 3-day free trial with no credit card required, then Pro costs $5/month + tax. There is no permanent free plan. <a href="/debatelab-pricing">See pricing</a>.</p></aside>
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     <nav class="breadcrumb" aria-label="Breadcrumb"><a href="/">DebateLab</a> / <span aria-current="page">How to Prepare for a Debate Tournament</span></nav>
     <article>
-      <header class="hero"><span class="eyebrow">How-to guide</span><h1>How to Prepare for a Debate Tournament</h1><p class="lead">From topic release to tournament day, build a prep system that works.</p><p class="dates">Published <time datetime="2026-07-05">July 5, 2026</time> · Updated <time datetime="2026-10-20">October 20, 2026</time></p><div class="cta"><a class="btn primary" href="/app">Start practicing</a><a class="btn secondary" href="/">See DebateLab</a></div></header>
+      <header class="hero"><span class="eyebrow">How-to guide</span><h1>How to Prepare for a Debate Tournament</h1><p class="lead">From topic release to tournament day, build a prep system that works.</p><p class="dates">Published <time datetime="2026-07-05">July 5, 2026</time> · Updated <time datetime="2026-10-23">October 23, 2026</time></p><div class="cta"><a class="btn primary" href="/app">Start practicing</a><a class="btn secondary" href="/">See DebateLab</a></div></header>
       <section class="answer" aria-labelledby="short-answer"><h2 id="short-answer">How do you prepare for a debate tournament?</h2><p>Start with topic analysis when the topic is released: identify the key clashes, research both sides and build case templates. Then write block files, which are pre-written responses to the arguments you expect to face. On tournament day, bring extra pens, backup evidence, water, snacks, a timer and a plan for each round. Mental stamina matters as much as preparation.</p></section>
       <section class="grid" aria-label="Highlights"><article class="card"><h3>Topic research</h3></article><article class="card"><h3>Block files</h3></article><article class="card"><h3>Tournament-day checklist</h3></article></section>
       <div class="article section"><h2>Topic research workflow</h2><p>Start with topic analysis, identify key clashes, research both sides, and build case templates. DebateLab helps you move from topic to structured prep.</p><h2>Building block files</h2><p>Block files are pre-written responses to common arguments. Use DebateLab to brainstorm likely arguments and prepare blocks before the tournament.</p><h2>Tournament day checklist</h2><p>Bring extra pens, backup evidence, water, snacks, a timer, and a plan for each round. Mental stamina matters as much as preparation.</p></div>
-      <section class="section faq article" aria-labelledby="faq"><h2 id="faq">Frequently asked questions</h2><details><summary>Is DebateLab an AI debate practice platform?</summary><p>Yes. DebateLab focuses on debate prep workflows such as cases, rebuttals, evidence, flowcharts, coaching, and timing.</p></details><details><summary>Can Google index private DebateLab app pages?</summary><p>No. Private dashboards and account routes should remain noindexed while public guides provide crawlable context.</p></details><details><summary>Should students verify AI-generated debate evidence?</summary><p>Yes. AI can suggest research leads, but students should check original sources before using evidence in round.</p></details></section>
+      <section class="section faq article" aria-labelledby="faq"><h2 id="faq">Frequently asked questions</h2><details><summary>Is DebateLab an AI debate practice platform?</summary><p>Yes. DebateLab focuses on debate prep workflows such as cases, rebuttals, evidence, flowcharts, coaching, and timing.</p></details><details><summary>Should students verify AI-generated debate evidence?</summary><p>Yes. AI can suggest research leads, but students should check original sources before using evidence in round.</p></details></section>
     </article>
     <aside class="section article" aria-labelledby="about"><h2 id="about">About DebateLab</h2><p>DebateLab is an AI debate prep and practice app for students and competitive debaters that builds structured cases, finds the weak points in arguments, researches evidence with citations and runs timed practice rounds against an AI opponent. The app is available in English, Spanish and Hungarian.</p><p>As of October 2026, DebateLab has a 3-day free trial with no credit card required, then Pro costs $5/month + tax. There is no permanent free plan. <a href="/debatelab-pricing">See pricing</a>.</p></aside>
     <section class="section article" aria-labelledby="related"><h2 id="related">Related DebateLab guides</h2><nav class="links" aria-label="Related guides"><a href="/ai-debate-practice">AI Debate Practice Platform</a>
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     <nav class="breadcrumb" aria-label="Breadcrumb"><a href="/">DebateLab</a> / <span aria-current="page">Lincoln-Douglas Debate Prep with AI</span></nav>
     <article>
-      <header class="hero"><span class="eyebrow">Format guide</span><h1>Lincoln-Douglas Debate Prep with AI</h1><p class="lead">Build LD cases with values, criteria, contentions, and rebuttal blocks.</p><p class="dates">Published <time datetime="2026-07-05">July 5, 2026</time> · Updated <time datetime="2026-10-20">October 20, 2026</time></p><div class="cta"><a class="btn primary" href="/app">Start practicing</a><a class="btn secondary" href="/">See DebateLab</a></div></header>
+      <header class="hero"><span class="eyebrow">Format guide</span><h1>Lincoln-Douglas Debate Prep with AI</h1><p class="lead">Build LD cases with values, criteria, contentions, and rebuttal blocks.</p><p class="dates">Published <time datetime="2026-07-05">July 5, 2026</time> · Updated <time datetime="2026-10-23">October 23, 2026</time></p><div class="cta"><a class="btn primary" href="/app">Start practicing</a><a class="btn secondary" href="/">See DebateLab</a></div></header>
       <section class="answer" aria-labelledby="short-answer"><h2 id="short-answer">How do you build a Lincoln-Douglas debate case?</h2><p>Build it around a value and a criterion. The value tells the judge what matters, and the criterion measures whether you achieve it. A strong LD case has an opening quote, definitions, the value, the criterion, and contentions with warrants and impacts. The most important check is whether your criterion actually links to your value, because cross-examination in LD often exposes weak links between the two. Before the round, prepare likely cross-ex questions and rebuttal blocks for common LD arguments.</p></section>
       <section class="grid" aria-label="Highlights"><article class="card"><h3>Value and criterion structure</h3></article><article class="card"><h3>LD case writing</h3></article><article class="card"><h3>Cross-examination prep</h3></article></section>
       <div class="article section"><h2>Values and criteria</h2><p>LD is a value debate. Your value tells the judge what matters; your criterion measures whether you achieve it. DebateLab helps you test whether your criterion actually links to your value.</p><h2>Case structure for LD</h2><p>A strong LD case has an opening quote, definitions, value, criterion, and contentions with warrants and impacts. Use DebateLab to draft and pressure-test each piece.</p><h2>Cross-examination and rebuttal</h2><p>Cross-ex in LD exposes weak links between value and criterion. Practice generating likely CX questions and building rebuttal blocks for common LD arguments.</p></div>
-      <section class="section faq article" aria-labelledby="faq"><h2 id="faq">Frequently asked questions</h2><details><summary>Is DebateLab an AI debate practice platform?</summary><p>Yes. DebateLab focuses on debate prep workflows such as cases, rebuttals, evidence, flowcharts, coaching, and timing.</p></details><details><summary>Can Google index private DebateLab app pages?</summary><p>No. Private dashboards and account routes should remain noindexed while public guides provide crawlable context.</p></details><details><summary>Should students verify AI-generated debate evidence?</summary><p>Yes. AI can suggest research leads, but students should check original sources before using evidence in round.</p></details></section>
+      <section class="section faq article" aria-labelledby="faq"><h2 id="faq">Frequently asked questions</h2><details><summary>Is DebateLab an AI debate practice platform?</summary><p>Yes. DebateLab focuses on debate prep workflows such as cases, rebuttals, evidence, flowcharts, coaching, and timing.</p></details><details><summary>Should students verify AI-generated debate evidence?</summary><p>Yes. AI can suggest research leads, but students should check original sources before using evidence in round.</p></details></section>
     </article>
     <aside class="section article" aria-labelledby="about"><h2 id="about">About DebateLab</h2><p>DebateLab is an AI debate prep and practice app for students and competitive debaters that builds structured cases, finds the weak points in arguments, researches evidence with citations and runs timed practice rounds against an AI opponent. The app is available in English, Spanish and Hungarian.</p><p>As of October 2026, DebateLab has a 3-day free trial with no credit card required, then Pro costs $5/month + tax. There is no permanent free plan. <a href="/debatelab-pricing">See pricing</a>.</p></aside>
     <section class="section article" aria-labelledby="related"><h2 id="related">Related DebateLab guides</h2><nav class="links" aria-label="Related guides"><a href="/ai-debate-practice">AI Debate Practice Platform</a>
diff --git a/public/llms.txt b/public/llms.txt
index 36b0bc683..312971ee4 100644
--- a/public/llms.txt
+++ b/public/llms.txt
@@ -7,7 +7,7 @@ DebateLab by Pi-Stack runs at https://debate.pi-stack.org/. It is a separate pro
 ## Key facts (as of October 2026)
 
 - Who it is for: students, competitive debaters and their coaches.
-- 11 prep modes: Case Generator, Case Attacker, Brainstorm, Factoids, Ask Coach, Crossfire, Sparring, Source Library, Debate Timer, Flowchart, History.
+- 8 prep modes: Case Generator, Brainstorm, Factoids, Flowchart, Case Attacker, Ask Coach, Crossfire and Sparring. Plus 3 utilities: Source Library, Debate Timer and History.
 - Practice: Sparring runs timed rounds against an AI opponent in School 4-6-6-3, Lincoln-Douglas and Public Forum and ends with a judged verdict. Crossfire drills cross-examination.
 - Languages: English, Spanish and Hungarian.
 - Pricing: As of October 2026, DebateLab has a 3-day free trial with no credit card required, then Pro costs $5/month + tax. There is no permanent free plan.
@@ -16,7 +16,7 @@ DebateLab by Pi-Stack runs at https://debate.pi-stack.org/. It is a separate pro
 
 ## Main pages
 
-- [Home](https://debate.pi-stack.org/): what DebateLab is, the 11 prep modes, pricing and FAQ
+- [Home](https://debate.pi-stack.org/): what DebateLab is, the 8 prep modes, pricing and FAQ
 - [Pricing](https://debate.pi-stack.org/debatelab-pricing): trial, Pro and what each includes
 - [Best AI debate tools](https://debate.pi-stack.org/best-ai-debate-tools): how to choose an AI debate tool
 - [Sitemap](https://debate.pi-stack.org/sitemap.xml): every public page
diff --git a/public/online-debate-timer/index.html b/public/online-debate-timer/index.html
index f3e5c540a..fe197454a 100644
--- a/public/online-debate-timer/index.html
+++ b/public/online-debate-timer/index.html
@@ -22,7 +22,7 @@
   <meta name="twitter:image" content="https://debate.pi-stack.org/hero-visual.jpg" />
   <meta name="twitter:image:alt" content="DebateLab debate prep workspace preview" />
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diff --git a/public/policy-debate/index.html b/public/policy-debate/index.html
index 3081b0af8..bd2c9d0ec 100644
--- a/public/policy-debate/index.html
+++ b/public/policy-debate/index.html
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   <meta property="og:image:alt" content="DebateLab debate prep workspace preview" />
   <meta property="article:published_time" content="2026-07-05" />
-  <meta property="article:modified_time" content="2026-10-20" />
+  <meta property="article:modified_time" content="2026-10-23" />
   <meta name="twitter:card" content="summary_large_image" />
   <meta name="twitter:image" content="https://debate.pi-stack.org/hero-visual.jpg" />
   <meta name="twitter:image:alt" content="DebateLab debate prep workspace preview" />
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-  <script type="application/ld+json">{"@context":"https://schema.org","@graph":[{"@type":"Article","headline":"Policy Debate Prep with AI","name":"Policy Debate Prep with AI | DebateLab","url":"https://debate.pi-stack.org/policy-debate","description":"Prepare for Policy/CX debate with DebateLab: plan text, advantages, disadvantages, counterplans, topicality, and kritik prep with AI-assisted research.","inLanguage":"en","dateModified":"2026-10-20","datePublished":"2026-07-05","author":{"@type":"Organization","@id":"https://debate.pi-stack.org/#organization","name":"Pi-Stack","url":"https://debate.pi-stack.org/"},"publisher":{"@type":"Organization","@id":"https://debate.pi-stack.org/#organization","name":"Pi-Stack","url":"https://debate.pi-stack.org/"},"about":{"@id":"https://debate.pi-stack.org/#software"}},{"@type":"FAQPage","mainEntity":[{"@type":"Question","name":"What do you need to prepare for policy debate?","acceptedAnswer":{"@type":"Answer","text":"Policy debate asks whether a plan should be adopted, so preparation covers several components rather than a single case. You need a plan and its advantages, plus prep for disadvantages, counterplans, topicality and kritiks. Research the disadvantages you are likely to face and build blocks for common disadvantage scenarios. Test whether a counterplan actually competes with the plan. Kritiks challenge the assumptions behind the opponent's framework, so brainstorm kritik arguments and prepare theory blocks as well."}},{"@type":"Question","name":"Is DebateLab an AI debate practice platform?","acceptedAnswer":{"@type":"Answer","text":"Yes. DebateLab focuses on debate prep workflows such as cases, rebuttals, evidence, flowcharts, coaching, and timing."}},{"@type":"Question","name":"Can Google index private DebateLab app pages?","acceptedAnswer":{"@type":"Answer","text":"No. Private dashboards and account routes should remain noindexed while public guides provide crawlable context."}},{"@type":"Question","name":"Should students verify AI-generated debate evidence?","acceptedAnswer":{"@type":"Answer","text":"Yes. AI can suggest research leads, but students should check original sources before using evidence in round."}}]},{"@type":"BreadcrumbList","itemListElement":[{"@type":"ListItem","position":1,"name":"DebateLab by Pi-Stack","item":"https://debate.pi-stack.org/"},{"@type":"ListItem","position":2,"name":"Policy Debate Prep with AI","item":"https://debate.pi-stack.org/policy-debate"}]}]}</script>
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@@ -31,11 +31,11 @@
   <main class="wrap">
     <nav class="breadcrumb" aria-label="Breadcrumb"><a href="/">DebateLab</a> / <span aria-current="page">Policy Debate Prep with AI</span></nav>
     <article>
-      <header class="hero"><span class="eyebrow">Format guide</span><h1>Policy Debate Prep with AI</h1><p class="lead">Build plans, DAs, counterplans, and kritik prep blocks for CX debate.</p><p class="dates">Published <time datetime="2026-07-05">July 5, 2026</time> · Updated <time datetime="2026-10-20">October 20, 2026</time></p><div class="cta"><a class="btn primary" href="/app">Start practicing</a><a class="btn secondary" href="/">See DebateLab</a></div></header>
+      <header class="hero"><span class="eyebrow">Format guide</span><h1>Policy Debate Prep with AI</h1><p class="lead">Build plans, DAs, counterplans, and kritik prep blocks for CX debate.</p><p class="dates">Published <time datetime="2026-07-05">July 5, 2026</time> · Updated <time datetime="2026-10-23">October 23, 2026</time></p><div class="cta"><a class="btn primary" href="/app">Start practicing</a><a class="btn secondary" href="/">See DebateLab</a></div></header>
       <section class="answer" aria-labelledby="short-answer"><h2 id="short-answer">What do you need to prepare for policy debate?</h2><p>Policy debate asks whether a plan should be adopted, so preparation covers several components rather than a single case. You need a plan and its advantages, plus prep for disadvantages, counterplans, topicality and kritiks. Research the disadvantages you are likely to face and build blocks for common disadvantage scenarios. Test whether a counterplan actually competes with the plan. Kritiks challenge the assumptions behind the opponent&#x27;s framework, so brainstorm kritik arguments and prepare theory blocks as well.</p></section>
       <section class="grid" aria-label="Highlights"><article class="card"><h3>Plan and advantage writing</h3></article><article class="card"><h3>DA and counterplan prep</h3></article><article class="card"><h3>Topicality and kritik blocks</h3></article></section>
       <div class="article section"><h2>How policy debate works</h2><p>Policy debate asks whether a plan should be adopted. Prep involves plans, advantages, disadvantages, counterplans, topicality, and kritiks.</p><p>DebateLab helps you draft and attack each component.</p><h2>Researching DAs and counterplans</h2><p>Use DebateLab to find potential disadvantages, test counterplan competition, and build blocks for common DA scenarios.</p><h2>Kritik and theory prep</h2><p>Kritiks challenge assumptions behind the opponent&#x27;s framework. DebateLab can help you brainstorm kritik arguments and theory blocks.</p></div>
-      <section class="section faq article" aria-labelledby="faq"><h2 id="faq">Frequently asked questions</h2><details><summary>Is DebateLab an AI debate practice platform?</summary><p>Yes. DebateLab focuses on debate prep workflows such as cases, rebuttals, evidence, flowcharts, coaching, and timing.</p></details><details><summary>Can Google index private DebateLab app pages?</summary><p>No. Private dashboards and account routes should remain noindexed while public guides provide crawlable context.</p></details><details><summary>Should students verify AI-generated debate evidence?</summary><p>Yes. AI can suggest research leads, but students should check original sources before using evidence in round.</p></details></section>
+      <section class="section faq article" aria-labelledby="faq"><h2 id="faq">Frequently asked questions</h2><details><summary>Is DebateLab an AI debate practice platform?</summary><p>Yes. DebateLab focuses on debate prep workflows such as cases, rebuttals, evidence, flowcharts, coaching, and timing.</p></details><details><summary>Should students verify AI-generated debate evidence?</summary><p>Yes. AI can suggest research leads, but students should check original sources before using evidence in round.</p></details></section>
     </article>
     <aside class="section article" aria-labelledby="about"><h2 id="about">About DebateLab</h2><p>DebateLab is an AI debate prep and practice app for students and competitive debaters that builds structured cases, finds the weak points in arguments, researches evidence with citations and runs timed practice rounds against an AI opponent. The app is available in English, Spanish and Hungarian.</p><p>As of October 2026, DebateLab has a 3-day free trial with no credit card required, then Pro costs $5/month + tax. There is no permanent free plan. <a href="/debatelab-pricing">See pricing</a>.</p></aside>
     <section class="section article" aria-labelledby="related"><h2 id="related">Related DebateLab guides</h2><nav class="links" aria-label="Related guides"><a href="/ai-debate-practice">AI Debate Practice Platform</a>
diff --git a/public/public-forum-debate/index.html b/public/public-forum-debate/index.html
index 613f3d40e..2616340d4 100644
--- a/public/public-forum-debate/index.html
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@@ -22,7 +22,7 @@
   <meta name="twitter:image" content="https://debate.pi-stack.org/hero-visual.jpg" />
   <meta name="twitter:image:alt" content="DebateLab debate prep workspace preview" />
   <link rel="stylesheet" href="/seo-pages.css" />
-  <script type="application/ld+json">{"@context":"https://schema.org","@graph":[{"@type":"Article","headline":"Public Forum Debate Prep with AI","name":"Public Forum Debate Prep with AI | DebateLab","url":"https://debate.pi-stack.org/public-forum-debate","description":"Prepare for Public Forum debate with DebateLab: case construction, rebuttal drills, summary and final focus practice, crossfire prep, and evidence research.","inLanguage":"en","dateModified":"2026-10-20","datePublished":"2026-07-05","author":{"@type":"Organization","@id":"https://debate.pi-stack.org/#organization","name":"Pi-Stack","url":"https://debate.pi-stack.org/"},"publisher":{"@type":"Organization","@id":"https://debate.pi-stack.org/#organization","name":"Pi-Stack","url":"https://debate.pi-stack.org/"},"about":{"@id":"https://debate.pi-stack.org/#software"}},{"@type":"FAQPage","mainEntity":[{"@type":"Question","name":"How do you prepare for a Public Forum debate round?","acceptedAnswer":{"@type":"Answer","text":"Write cases for both sides, because you often learn your side shortly before the round. A constructive is four minutes, so plan two contentions with warrants and evidence. Decide in advance which one or two issues you would collapse to, since anything you want in final focus has to be in summary first. Treat crossfire as questioning that sets up your next speech. How you present depends on the judge: for lay judges, run fewer arguments, signpost clearly and speak at a normal pace. Under common rules, speeches run 4-4-3-2 minutes with three 3-minute crossfires."}},{"@type":"Question","name":"How long is a Public Forum round?","acceptedAnswer":{"@type":"Answer","text":"The speeches and crossfires take 35 minutes, plus each team's preparation time, so most rounds run around 45 minutes."}},{"@type":"Question","name":"How many contentions should a PF case have?","acceptedAnswer":{"@type":"Answer","text":"Usually two. A four-minute constructive rarely fits more than two contentions with proper warrants and evidence."}},{"@type":"Question","name":"What is the difference between summary and final focus?","acceptedAnswer":{"@type":"Answer","text":"Summary narrows the round to the issues you are winning and begins the weighing. Final focus extends only those issues and tells the judge why they decide the ballot."}},{"@type":"Question","name":"Can I bring up new arguments in final focus?","acceptedAnswer":{"@type":"Answer","text":"No. New arguments in final focus are generally ignored by judges, because the opponent has no chance to answer them. Anything you want in final focus should be in your summary."}},{"@type":"Question","name":"How do I prepare for a lay judge in PF?","acceptedAnswer":{"@type":"Answer","text":"Run fewer arguments, explain each one plainly, signpost clearly, speak at a normal pace and end every speech with a simple reason to vote for you."}}]},{"@type":"BreadcrumbList","itemListElement":[{"@type":"ListItem","position":1,"name":"DebateLab by Pi-Stack","item":"https://debate.pi-stack.org/"},{"@type":"ListItem","position":2,"name":"Public Forum Debate Prep with AI","item":"https://debate.pi-stack.org/public-forum-debate"}]}]}</script>
+  <script type="application/ld+json">{"@context":"https://schema.org","@graph":[{"@type":"Article","headline":"Public Forum Debate Prep with AI","name":"Public Forum Debate Prep with AI | DebateLab","url":"https://debate.pi-stack.org/public-forum-debate","description":"Prepare for Public Forum debate with DebateLab: case construction, rebuttal drills, summary and final focus practice, crossfire prep, and evidence research.","inLanguage":"en","dateModified":"2026-10-20","datePublished":"2026-07-05","author":{"@type":"Organization","@id":"https://debate.pi-stack.org/#organization","name":"Pi-Stack","url":"https://debate.pi-stack.org/","logo":"https://debate.pi-stack.org/icon-1024.png"},"publisher":{"@type":"Organization","@id":"https://debate.pi-stack.org/#organization","name":"Pi-Stack","url":"https://debate.pi-stack.org/","logo":"https://debate.pi-stack.org/icon-1024.png"},"about":{"@id":"https://debate.pi-stack.org/#software"}},{"@type":"FAQPage","mainEntity":[{"@type":"Question","name":"How do you prepare for a Public Forum debate round?","acceptedAnswer":{"@type":"Answer","text":"Write cases for both sides, because you often learn your side shortly before the round. A constructive is four minutes, so plan two contentions with warrants and evidence. Decide in advance which one or two issues you would collapse to, since anything you want in final focus has to be in summary first. Treat crossfire as questioning that sets up your next speech. How you present depends on the judge: for lay judges, run fewer arguments, signpost clearly and speak at a normal pace. Under common rules, speeches run 4-4-3-2 minutes with three 3-minute crossfires."}},{"@type":"Question","name":"How long is a Public Forum round?","acceptedAnswer":{"@type":"Answer","text":"The speeches and crossfires take 35 minutes, plus each team's preparation time, so most rounds run around 45 minutes."}},{"@type":"Question","name":"How many contentions should a PF case have?","acceptedAnswer":{"@type":"Answer","text":"Usually two. A four-minute constructive rarely fits more than two contentions with proper warrants and evidence."}},{"@type":"Question","name":"What is the difference between summary and final focus?","acceptedAnswer":{"@type":"Answer","text":"Summary narrows the round to the issues you are winning and begins the weighing. Final focus extends only those issues and tells the judge why they decide the ballot."}},{"@type":"Question","name":"Can I bring up new arguments in final focus?","acceptedAnswer":{"@type":"Answer","text":"No. New arguments in final focus are generally ignored by judges, because the opponent has no chance to answer them. Anything you want in final focus should be in your summary."}},{"@type":"Question","name":"How do I prepare for a lay judge in PF?","acceptedAnswer":{"@type":"Answer","text":"Run fewer arguments, explain each one plainly, signpost clearly, speak at a normal pace and end every speech with a simple reason to vote for you."}}]},{"@type":"BreadcrumbList","itemListElement":[{"@type":"ListItem","position":1,"name":"DebateLab by Pi-Stack","item":"https://debate.pi-stack.org/"},{"@type":"ListItem","position":2,"name":"Public Forum Debate Prep with AI","item":"https://debate.pi-stack.org/public-forum-debate"}]}]}</script>
 </head>
 <body>
   <header class="wrap">
diff --git a/public/world-schools-debate/index.html b/public/world-schools-debate/index.html
index 8b9aa91fc..bfd1e9477 100644
--- a/public/world-schools-debate/index.html
+++ b/public/world-schools-debate/index.html
@@ -22,7 +22,7 @@
   <meta name="twitter:image" content="https://debate.pi-stack.org/hero-visual.jpg" />
   <meta name="twitter:image:alt" content="DebateLab debate prep workspace preview" />
   <link rel="stylesheet" href="/seo-pages.css" />
-  <script type="application/ld+json">{"@context":"https://schema.org","@graph":[{"@type":"Article","headline":"World Schools Debate Prep with AI","name":"World Schools Debate Prep with AI | DebateLab","url":"https://debate.pi-stack.org/world-schools-debate","description":"Prepare for World Schools Style debate with DebateLab: motion analysis, burdens, speeches, POIs, reply speeches, and team coordination.","inLanguage":"en","dateModified":"2026-10-20","datePublished":"2026-07-05","author":{"@type":"Organization","@id":"https://debate.pi-stack.org/#organization","name":"Pi-Stack","url":"https://debate.pi-stack.org/"},"publisher":{"@type":"Organization","@id":"https://debate.pi-stack.org/#organization","name":"Pi-Stack","url":"https://debate.pi-stack.org/"},"about":{"@id":"https://debate.pi-stack.org/#software"}},{"@type":"FAQPage","mainEntity":[{"@type":"Question","name":"How does World Schools debate work, and how should a team prepare?","acceptedAnswer":{"@type":"Answer","text":"Two teams of three speakers each give eight-minute substantive speeches, then each team gives a four-minute reply, opposition first, delivered by its first or second speaker. Prepare by interpreting the motion: define terms, give a model for policy motions, name the stakeholders and write each side's burden. Practise every role, because first, second, third and reply speakers owe the team different things. Motions are prepared or impromptu, so also practise preparing within an hour. Offer short Points of Information aimed at a warrant, and as a general rule accept at least two."}},{"@type":"Question","name":"How long are speeches in World Schools debate?","acceptedAnswer":{"@type":"Answer","text":"Substantive speeches are eight minutes, and reply speeches are four minutes. Each team has three substantive speakers and one reply speech."}},{"@type":"Question","name":"What is a Point of Information?","acceptedAnswer":{"@type":"Answer","text":"A short question or statement offered by the other team during a substantive speech, outside the protected first and last minute. The speaker decides whether to accept it."}},{"@type":"Question","name":"Can the third speaker bring new arguments?","acceptedAnswer":{"@type":"Answer","text":"Only a small part of the team case, and only if the first speaker announced it when setting out the team line. The third speaker's main job is to rebut, organise the debate into clashes and weigh."}},{"@type":"Question","name":"Who gives the reply speech?","acceptedAnswer":{"@type":"Answer","text":"The first or second speaker of each team, never the third. The opposition reply comes first."}},{"@type":"Question","name":"How do I practise impromptu WSDC motions?","acceptedAnswer":{"@type":"Answer","text":"Set a one-hour timer, prepare a case with your team, and practise each role. Then review where the team line held and where it did not."}}]},{"@type":"BreadcrumbList","itemListElement":[{"@type":"ListItem","position":1,"name":"DebateLab by Pi-Stack","item":"https://debate.pi-stack.org/"},{"@type":"ListItem","position":2,"name":"World Schools Debate Prep with AI","item":"https://debate.pi-stack.org/world-schools-debate"}]}]}</script>
+  <script type="application/ld+json">{"@context":"https://schema.org","@graph":[{"@type":"Article","headline":"World Schools Debate Prep with AI","name":"World Schools Debate Prep with AI | DebateLab","url":"https://debate.pi-stack.org/world-schools-debate","description":"Prepare for World Schools Style debate with DebateLab: motion analysis, burdens, speeches, POIs, reply speeches, and team coordination.","inLanguage":"en","dateModified":"2026-10-20","datePublished":"2026-07-05","author":{"@type":"Organization","@id":"https://debate.pi-stack.org/#organization","name":"Pi-Stack","url":"https://debate.pi-stack.org/","logo":"https://debate.pi-stack.org/icon-1024.png"},"publisher":{"@type":"Organization","@id":"https://debate.pi-stack.org/#organization","name":"Pi-Stack","url":"https://debate.pi-stack.org/","logo":"https://debate.pi-stack.org/icon-1024.png"},"about":{"@id":"https://debate.pi-stack.org/#software"}},{"@type":"FAQPage","mainEntity":[{"@type":"Question","name":"How does World Schools debate work, and how should a team prepare?","acceptedAnswer":{"@type":"Answer","text":"Two teams of three speakers each give eight-minute substantive speeches, then each team gives a four-minute reply, opposition first, delivered by its first or second speaker. Prepare by interpreting the motion: define terms, give a model for policy motions, name the stakeholders and write each side's burden. Practise every role, because first, second, third and reply speakers owe the team different things. Motions are prepared or impromptu, so also practise preparing within an hour. Offer short Points of Information aimed at a warrant, and as a general rule accept at least two."}},{"@type":"Question","name":"How long are speeches in World Schools debate?","acceptedAnswer":{"@type":"Answer","text":"Substantive speeches are eight minutes, and reply speeches are four minutes. Each team has three substantive speakers and one reply speech."}},{"@type":"Question","name":"What is a Point of Information?","acceptedAnswer":{"@type":"Answer","text":"A short question or statement offered by the other team during a substantive speech, outside the protected first and last minute. The speaker decides whether to accept it."}},{"@type":"Question","name":"Can the third speaker bring new arguments?","acceptedAnswer":{"@type":"Answer","text":"Only a small part of the team case, and only if the first speaker announced it when setting out the team line. The third speaker's main job is to rebut, organise the debate into clashes and weigh."}},{"@type":"Question","name":"Who gives the reply speech?","acceptedAnswer":{"@type":"Answer","text":"The first or second speaker of each team, never the third. The opposition reply comes first."}},{"@type":"Question","name":"How do I practise impromptu WSDC motions?","acceptedAnswer":{"@type":"Answer","text":"Set a one-hour timer, prepare a case with your team, and practise each role. Then review where the team line held and where it did not."}}]},{"@type":"BreadcrumbList","itemListElement":[{"@type":"ListItem","position":1,"name":"DebateLab by Pi-Stack","item":"https://debate.pi-stack.org/"},{"@type":"ListItem","position":2,"name":"World Schools Debate Prep with AI","item":"https://debate.pi-stack.org/world-schools-debate"}]}]}</script>
 </head>
 <body>
   <header class="wrap">
diff --git a/scripts/check-site.mjs b/scripts/check-site.mjs
index 5fc4c9a6a..89079f3f6 100644
--- a/scripts/check-site.mjs
+++ b/scripts/check-site.mjs
@@ -5,6 +5,7 @@
 // - a #fragment that names no id on the target page;
 // - JSON-LD that does not parse or carries HTML entities into its text;
 // - an indexed page without its question H2 (#short-answer) as the first H2;
+// - a page whose first heading is not its H1, or a heading that skips a level (H1 to H3);
 // - an image without alt text, a button without a name, or a form field without a label.
 import { existsSync, readdirSync, readFileSync, statSync } from 'node:fs';
 import { join, relative, sep } from 'node:path';
@@ -143,6 +144,12 @@ for (const file of htmlFiles(DIST)) {
     else if (!textOf(firstH2[2]).endsWith('?')) report(where, 'the #short-answer H2 is not a question');
   }
 
+  const levels = [...body.matchAll(/<h([1-6])\b/g)].map((match) => Number(match[1]));
+  if (levels.length && levels[0] !== 1) report(where, `the first heading is an H${levels[0]}, not the H1`);
+  levels.forEach((level, index) => {
+    if (index && level > levels[index - 1] + 1) report(where, `heading level skips from H${levels[index - 1]} to H${level}`);
+  });
+
   for (const [tag] of body.matchAll(/<img\b[^>]*>/g)) {
     if (!/\salt="/.test(tag)) report(where, `image without alt text: ${tag.slice(0, 80)}`);
   }
diff --git a/scripts/generate_seo_content.py b/scripts/generate_seo_content.py
index 8c6d3b64b..098e4ccab 100644
--- a/scripts/generate_seo_content.py
+++ b/scripts/generate_seo_content.py
@@ -3,6 +3,7 @@
 from pathlib import Path
 import html
 import json
+import re
 import sys
 
 sys.dont_write_bytecode = True  # keep scripts/__pycache__ out of the tree
@@ -22,15 +23,18 @@
 # Prices and plan facts are stated "as of" this month; move it when they are rechecked.
 FACTS_AS_OF = date.fromisoformat(SITE["factsCheckedOn"]).strftime("%B %Y")
 DEFINITION = f'{PRODUCT} is {SITE["definition"]}.'
+PRO_PRICE = f"${PRICING['proMonthly']}/month + tax"
 # One line every guide, llms.txt and the pricing page share.
 PLAN_FACTS = (
     f"As of {FACTS_AS_OF}, {PRODUCT} has a {PRICING['trialDays']}-day free trial with no credit card required, "
-    f"then Pro costs ${PRICING['proMonthly']}/month + tax. There is no permanent free plan."
+    f"then Pro costs {PRO_PRICE}. There is no permanent free plan."
 )
 # The date the page text last changed. The build reads it into sitemap.xml as
 # <lastmod>, so bump it only when the copy changes, not on every regeneration.
 # A guide whose own copy changed alone sets "modified" in seo_guides.py instead.
 CONTENT_DATE = "2026-10-20"
+# The date the shared FAQS below last changed; a page that shows them is modified then at the latest.
+FAQS_DATE = "2026-10-23"
 # The commit that first added every current guide (git log --diff-filter=A).
 # A new guide sets "published" in its PAGES entry.
 PUBLISHED_DATE = "2026-07-05"
@@ -74,7 +78,7 @@
     {"slug": "debate-collapsing-strategy", "title": "How to Collapse in Debate | DebateLab Guide", "description": "Learn how to collapse in debate: select the winning clash, drop losing arguments, and concentrate your time on the comparison that wins the ballot.", "eyebrow": "Strategy guide", "h1": "How to Collapse in Debate", "lead": "Collapsing means choosing the few arguments that win and abandoning the rest.", "features": ["Clash selection", "Time concentration", "Ballot framing"], "sections": [["Why collapsing matters", ["If you spread yourself thin, you lose. Collapsing lets you spend more time on the argument that actually wins the round."]], ["How to decide what to collapse to", ["Pick the clash where you have the strongest evidence, the clearest warrant, and the best weighing. Drop the rest cleanly."]], ["How to collapse cleanly", ["Signal that you are collapsing, explain why the dropped arguments do not matter, and spend your remaining time on the winning clash."]]]},
     {"slug": "debate-pronunciation-and-delivery", "title": "Debate Speech Delivery and Pronunciation Guide | DebateLab", "description": "Improve your debate speech delivery with tips on clarity, pacing, emphasis, pronunciation, and using pauses for judge-friendly presentations.", "eyebrow": "Delivery guide", "h1": "Debate Speech Delivery and Pronunciation Guide", "lead": "Clear delivery makes your arguments land. Slow down, emphasize key words, and pause where it matters.", "features": ["Clarity and pacing", "Emphasis techniques", "Pause strategy"], "sections": [["Why delivery matters", ["The judge cannot vote for an argument they did not hear clearly. Speed without clarity is wasted effort."]], ["How to improve delivery", ["Slow down on tags and author names, pause between contentions, and emphasize weighing phrases. Practice with a timer and record yourself."]], ["Common delivery problems", ["Speaking too fast, mumbling, monotone delivery, and forgetting to pause. Each of these can cost you rounds even with strong arguments."]]]},
     {"slug": "best-ai-debate-tools", "title": "Best AI Debate Tools Compared | {product}", "description": "Compare the best AI debate tools for case generation, rebuttal practice, evidence research, flowcharts, coaching, and tournament preparation.", "eyebrow": "Comparison", "h1": "Best AI Debate Tools Compared", "lead": "See how AI debate tools compare on features, formats, and prep workflows."},
-    {"slug": "debatelab-pricing", "title": "DebateLab Pricing and Plans | DebateLab", "description": "DebateLab pricing and plans for AI debate practice: free trial, Pro features, and what is included for students and competitive debaters.", "eyebrow": "Pricing", "h1": "DebateLab Pricing and Plans", "lead": "See what DebateLab offers and how to get started with AI debate practice.", "features": ["Free trial", "Pro features", "Student plans"], "sections": [["DebateLab trial", ["DebateLab offers a trial so users can explore case generation, rebuttal practice, evidence leads, flowcharts, coaching, and timing before subscribing."]], ["What Pro includes", ["Pro features include extended AI usage, saved cases, private history, and advanced practice workflows. Check the app for current pricing."]], ["How to decide if DebateLab is worth it", ["If you debate regularly and need structured prep, DebateLab saves time and improves quality. The trial lets you test the workflow before paying."]]]},
+    {"slug": "debatelab-pricing", "title": "DebateLab Pricing and Plans | DebateLab", "description": "DebateLab pricing and plans for AI debate practice: free trial, Pro features, and what is included for students and competitive debaters.", "eyebrow": "Pricing", "h1": "DebateLab Pricing and Plans", "lead": "See what DebateLab offers and how to get started with AI debate practice."},
     {"slug": "debatelab-vs-chatgpt", "title": "{product} vs ChatGPT for Debate Prep | {product}", "description": "Compare {product} vs ChatGPT for debate prep: structured workflows vs generic chat, evidence research, rebuttal drills, case generation, and coaching.", "eyebrow": "Comparison", "h1": "{product} vs ChatGPT for Debate Prep", "lead": "ChatGPT is a general chatbot. {product} is a debate practice workspace.", "features": ["Structured workflows", "Evidence leads", "Practice tools"], "sections": [["What ChatGPT does well", ["ChatGPT is a flexible general-purpose AI. It can brainstorm, draft, and answer questions about any topic, including debate."]], ["What {product} does differently", ["{product} is designed for debate prep workflows: case structure, targeted rebuttals, evidence leads, argument flowcharts, coaching prompts, and timed practice. Each workflow supports a specific prep task."]], ["When to use each", ["Use ChatGPT for general brainstorming and research. Use {product} for structured, repeatable debate practice that mirrors what you do in a round."]]]},
     {"slug": "debatelab-vs-windebate", "title": "DebateLab vs WinDebate Comparison | DebateLab", "description": "Compare DebateLab vs WinDebate: case generation, rebuttal drills, evidence research, format coverage, pricing, and workflow differences.", "eyebrow": "Comparison", "h1": "DebateLab vs WinDebate", "lead": "Two AI debate prep platforms compared on features and workflows.", "features": ["Feature comparison", "Format coverage", "Workflow differences"], "sections": [["WinDebate overview", ["WinDebate focuses on research, drills, feedback, and progress tracking for competitive debaters. It covers PF, LD, Congress, Policy, and Worlds."]], ["DebateLab overview", ["DebateLab focuses on structured prep workflows: case generation, rebuttal practice, evidence leads, argument flowcharts, coaching prompts, and online debate timers."]], ["How to choose", ["Compare format coverage, feature depth, feedback style, pricing, and which tool fits your actual tournament workflow."]]]},
     {"slug": "debatelab-vs-debateclub", "title": "DebateLab vs DebateClub Comparison | DebateLab", "description": "Compare DebateLab vs DebateClub: voice debating, case generation, rebuttal drills, evidence research, and workflow differences for competitive debaters.", "eyebrow": "Comparison", "h1": "DebateLab vs DebateClub", "lead": "Voice sparring vs structured prep: two approaches to AI debate practice.", "features": ["Voice vs text workflows", "Feature comparison", "Prep focus areas"], "sections": [["DebateClub overview", ["DebateClub focuses on voice-based AI debate sparring with real-time feedback in a conversational format."]], ["DebateLab overview", ["DebateLab focuses on text-based structured prep: cases, rebuttals, evidence, flowcharts, coaching, and timed practice for tournament preparation."]], ["Which approach fits you", ["If you want voice practice, DebateClub is focused there. If you want structured prep workflows, DebateLab is designed for that."]]]},
@@ -82,14 +86,41 @@
 
 FAQS = [
     ("Is {product} an AI debate practice platform?", "Yes. {product} focuses on debate prep workflows such as cases, rebuttals, evidence, flowcharts, coaching, and timing."),
-    ("Can Google index private {product} app pages?", "No. Private dashboards and account routes should remain noindexed while public guides provide crawlable context."),
     ("Should students verify AI-generated debate evidence?", "Yes. AI can suggest research leads, but students should check original sources before using evidence in round."),
 ]
 
+def tool_keys(name):
+    """The tool keys in one of the lists in tool-links.tsx, in order."""
+    block = re.search(rf"export const {name} = \[(.*?)\] satisfies", TOOL_LINKS, re.S)
+    keys = re.findall(r"\bkey: '([^']+)'", block.group(1)) if block else []
+    if not keys or len(keys) != block.group(1).count("{"):
+        raise SystemExit(f"Could not read every tool in {name} in tool-links.tsx")
+    return keys
+
+def names(keys):
+    """Tool names as the landing page shows them (features.<key> in en.json), joined with "and"."""
+    labels = [EN["features"][key] for key in keys]
+    return labels[0] if len(labels) == 1 else ", ".join(labels[:-1]) + " and " + labels[-1]
+
+# The app's tool lists are the source of truth for how many modes there are.
+TOOL_LINKS = (ROOT / "src" / "components" / "features" / "tools" / "tool-links.tsx").read_text()
+EN = json.loads((ROOT / "src" / "locales" / "en.json").read_text())
+PREP_MODES = tool_keys("PREPARE_TOOLS") + tool_keys("PRACTICE_TOOLS")
+UTILITIES = tool_keys("UTILITY_TOOLS")
+TOKENS = {
+    "{product}": PRODUCT,
+    "{pro_price}": PRO_PRICE,
+    "{mode_count}": str(len(PREP_MODES)),
+    "{mode_names}": names(PREP_MODES),
+    "{utility_names}": names(UTILITIES),
+}
+
 def fill(value):
-    """Replaces the {product} token in page copy with the configured product name."""
+    """Replaces the tokens in TOKENS ({product}, {pro_price}, {mode_count}, ...) in page copy."""
     if isinstance(value, str):
-        return value.replace("{product}", PRODUCT)
+        for token, text in TOKENS.items():
+            value = value.replace(token, text)
+        return value
     if isinstance(value, dict):
         return {key: fill(item) for key, item in value.items()}
     if isinstance(value, (list, tuple)):
@@ -104,10 +135,8 @@ def fill(value):
 
 NAV = [("AI practice","/ai-debate-practice"),("Case generator","/ai-debate-case-generator"),("Rebuttal practice","/debate-rebuttal-practice"),("Evidence finder","/debate-evidence-finder"),("Pricing","/debatelab-pricing"),("Open app","/app")]
 
-# The eleven prep modes, named as the landing page names them.
-PREP_MODES = ["Case Generator", "Case Attacker", "Brainstorm", "Factoids", "Ask Coach", "Crossfire", "Sparring", "Source Library", "Debate Timer", "Flowchart", "History"]
 SOFTWARE_ID = BASE + "/#software"
-ORGANIZATION_REF = {"@type": "Organization", "@id": BASE + "/#organization", "name": ORGANIZATION, "url": BASE + "/"}
+ORGANIZATION_REF = {"@type": "Organization", "@id": BASE + "/#organization", "name": ORGANIZATION, "url": BASE + "/", "logo": BASE + "/icon-1024.png"}
 SOFTWARE = {
     "@type": "SoftwareApplication",
     "@id": SOFTWARE_ID,
@@ -118,7 +147,7 @@ def fill(value):
     "operatingSystem": "Web",
     "url": BASE + "/",
     "inLanguage": ["en", "es", "hu"],
-    "featureList": PREP_MODES,
+    "featureList": [EN["features"][key] for key in PREP_MODES + UTILITIES],
     "offers": [
         {"@type": "Offer", "name": "Free trial", "price": "0", "priceCurrency": PRICING["currency"], "description": f"{PRICING['trialDays']}-day free trial, no credit card required."},
         {"@type": "Offer", "name": "Pro", "price": PRICING["proMonthly"], "priceCurrency": PRICING["currency"], "description": "Monthly subscription, billed plus tax.", "priceSpecification": {"@type": "UnitPriceSpecification", "price": PRICING["proMonthly"], "priceCurrency": PRICING["currency"], "billingDuration": "P1M", "valueAddedTaxIncluded": False}},
@@ -196,6 +225,8 @@ def render_page(page):
     question, answer = lead_answer(page)
     published = page.get("published", PUBLISHED_DATE)
     modified = page.get("modified", CONTENT_DATE)
+    if "faqs" not in page:
+        modified = max(modified, FAQS_DATE)
     feature_cards = "".join(feature_card(feature) for feature in page["features"])
     article = []
     for heading, blocks in page["sections"]:
@@ -264,7 +295,7 @@ def llms_txt():
 ## Key facts (as of {FACTS_AS_OF})
 
 - Who it is for: students, competitive debaters and their coaches.
-- 11 prep modes: {", ".join(PREP_MODES)}.
+- {len(PREP_MODES)} prep modes: {names(PREP_MODES)}. Plus {len(UTILITIES)} utilities: {names(UTILITIES)}.
 - Practice: Sparring runs timed rounds against an AI opponent in School 4-6-6-3, Lincoln-Douglas and Public Forum and ends with a judged verdict. Crossfire drills cross-examination.
 - Languages: English, Spanish and Hungarian.
 - Pricing: {PLAN_FACTS}
@@ -273,7 +304,7 @@ def llms_txt():
 
 ## Main pages
 
-- [Home]({BASE}/): what {PRODUCT} is, the 11 prep modes, pricing and FAQ
+- [Home]({BASE}/): what {PRODUCT} is, the {len(PREP_MODES)} prep modes, pricing and FAQ
 - [Pricing]({page_url("debatelab-pricing")}): trial, Pro and what each includes
 - [Best AI debate tools]({page_url("best-ai-debate-tools")}): how to choose an AI debate tool
 - [Sitemap]({BASE}/sitemap.xml): every public page
diff --git a/scripts/seo_answers.py b/scripts/seo_answers.py
index 1deb56435..c71bad5f9 100644
--- a/scripts/seo_answers.py
+++ b/scripts/seo_answers.py
@@ -4,7 +4,7 @@
 first H2. The answer is at most 100 words, answers the question in its first
 sentence and says plainly when something else fits better. Use only facts the
 page itself states, and date any price or competitor fact with "As of".
-Name the product with {product}.
+Name the product with {product} and the Pro price with {pro_price}.
 """
 
 ANSWERS = {
@@ -14,7 +14,7 @@
     ),
     "debatelab-pricing": (
         "How much does {product} cost?",
-        "As of October 2026, {product} has a 3-day free trial with no credit card required, then Pro costs $5/month + tax. There is no permanent free plan. Whether Pro is worth it depends on how often you prepare: if you debate every week or have a tournament coming, it covers heavy prep weeks with higher daily limits and all 10 models. If you need help only occasionally and want to stay free, a general chatbot's free tier or a free practice tool will suit you better.",
+        "As of October 2026, {product} has a 3-day free trial with no credit card required, then Pro costs {pro_price}. There is no permanent free plan. Whether Pro is worth it depends on how often you prepare: if you debate every week or have a tournament coming, it covers heavy prep weeks with higher daily limits and all 10 models. If you need help only occasionally and want to stay free, a general chatbot's free tier or a free practice tool will suit you better.",
     ),
     "debatelab-vs-chatgpt": (
         "Which is better for debate prep, {product} or ChatGPT?",
@@ -22,11 +22,11 @@
     ),
     "debatelab-vs-windebate": (
         "Which is better, {product} or WinDebate?",
-        "It depends on your format, budget and how you practise. As of October 2026, WinDebate names six formats including Congressional, Policy and British Parliamentary, has a free tier with monthly limits, and adds live-round capture, replay review and progress tracking, with paid plans from $19.99/month. {product} costs $5/month + tax after a 3-day trial, runs full practice rounds against an AI opponent in School 4-6-6-3, Lincoln-Douglas and Public Forum, and works in English, Spanish and Hungarian. Choose WinDebate for Policy, Congress or season tracking, and {product} for low-cost case building and sparring.",
+        "It depends on your format, budget and how you practise. As of October 2026, WinDebate names six formats including Congressional, Policy and British Parliamentary, has a free tier with monthly limits, and adds live-round capture, replay review and progress tracking, with paid plans from $19.99/month. {product} costs {pro_price} after a 3-day trial, runs full practice rounds against an AI opponent in School 4-6-6-3, Lincoln-Douglas and Public Forum, and works in English, Spanish and Hungarian. Choose WinDebate for Policy, Congress or season tracking, and {product} for low-cost case building and sparring.",
     ),
     "debatelab-vs-debateclub": (
         "Which is better, {product} or DebateClub?",
-        "They solve different problems. As of October 2026, DebateClub is voice-only sparring for high-stakes conversations such as negotiations, pitches and meetings, with opponent personas and rhetorical technique scoring, and Pro costs $19/month. It names no competitive debate formats. {product} is built for school and competitive debate: cases, rebuttals, evidence, a timer and timed rounds in School 4-6-6-3, Lincoln-Douglas and Public Forum, at $5/month + tax after a 3-day trial. Choose DebateClub for workplace persuasion practice and {product} for tournament prep.",
+        "They solve different problems. As of October 2026, DebateClub is voice-only sparring for high-stakes conversations such as negotiations, pitches and meetings, with opponent personas and rhetorical technique scoring, and Pro costs $19/month. It names no competitive debate formats. {product} is built for school and competitive debate: cases, rebuttals, evidence, a timer and timed rounds in School 4-6-6-3, Lincoln-Douglas and Public Forum, at {pro_price} after a 3-day trial. Choose DebateClub for workplace persuasion practice and {product} for tournament prep.",
     ),
     "ai-debate-practice": (
         "Can practising debate against an AI actually make you better?",
diff --git a/scripts/seo_guides.py b/scripts/seo_guides.py
index 1baadc238..cec8af674 100644
--- a/scripts/seo_guides.py
+++ b/scripts/seo_guides.py
@@ -1,8 +1,9 @@
 """Long-form copy for the guide pages that have their own content.
 
 generate_seo_content.py merges each entry over the PAGES item with the same
-slug. Name the product with {product}; the generator fills it from
-src/config/site.json. A section is (heading, blocks), where a block is a
+slug. Name the product with {product} and the Pro price with {pro_price}; the
+generator fills them from src/config/site.json. {mode_count}, {mode_names} and
+{utility_names} come from the tool lists in tool-links.tsx. A section is (heading, blocks), where a block is a
 paragraph string or a dict with one of: h3, steps, list, example.
 """
 
@@ -1206,11 +1207,12 @@
         ],
     },
     "debatelab-pricing": {
+        "modified": "2026-10-23",
         "software": True,
         "lead": "A 3-day free trial with no credit card, then one paid plan. Prices on this page were checked in October 2026.",
         "features": [
-            ("Trial: $0 for 3 days", "All 11 prep modes with starter AI prep access and starter models. No credit card required to start."),
-            ("Pro: $5/month + tax", "Expanded AI prep access, all 10 models, Active Grounding research and priority support."),
+            ("Trial: $0 for 3 days", "All {mode_count} prep modes plus {utility_names}, with starter AI prep access and starter models. No credit card required to start."),
+            ("Pro: {pro_price}", "Expanded AI prep access, all 10 models, Active Grounding research and priority support."),
             ("No permanent free plan", "When the trial ends, a Pro subscription is required to keep using {product}. You can cancel any time."),
         ],
         "sections": [
@@ -1218,13 +1220,13 @@
                 {"h3": "Trial"},
                 {"list": [
                     "Price: $0 for 3 days. No credit card required.",
-                    "All 11 prep modes: Case Generator, Case Attacker, Brainstorm, Factoids, Ask Coach, Crossfire, Sparring, Source Library, Debate Timer, Flowchart and History.",
+                    "All {mode_count} prep modes: {mode_names}, plus {utility_names}.",
                     "Starter AI prep access and starter models.",
                 ]},
                 {"h3": "Pro"},
                 {"list": [
-                    "Price: $5 per month, plus tax.",
-                    "All 11 prep modes.",
+                    "Price: {pro_price}.",
+                    "All {mode_count} prep modes plus {utility_names}.",
                     "Expanded AI prep access, with higher daily limits for heavy prep weeks.",
                     "All 10 models, including Claude Opus and Sonnet, GPT-6.1 Sol and Gemini.",
                     "Active Grounding research and priority support.",
@@ -1240,7 +1242,7 @@
             ]),
         ],
         "faqs": [
-            ("How much does {product} cost?", "As of October 2026, {product} has a 3-day free trial with no credit card required. After that, Pro costs $5/month + tax."),
+            ("How much does {product} cost?", "As of October 2026, {product} has a 3-day free trial with no credit card required. After that, Pro costs {pro_price}."),
             ("Is there a free plan?", "No. There is a 3-day free trial, but no permanent free plan. A subscription is required after the trial."),
             ("Do I need a credit card for the trial?", "No. You can start the 3-day trial without a credit card."),
             ("What does Pro add over the trial?", "Expanded AI prep access with higher daily limits, all 10 models including Claude Opus and Sonnet, GPT-6.1 Sol and Gemini, Active Grounding research and priority support."),
@@ -1248,10 +1250,11 @@
         ],
     },
     "debatelab-vs-windebate": {
+        "modified": "2026-10-23",
         "software": True,
         "features": [
             ("Formats", "As of October 2026, WinDebate names six formats: Public Forum, Lincoln-Douglas, Congressional, Policy, World Schools and British Parliamentary. {product}'s Sparring rounds cover School 4-6-6-3, Lincoln-Douglas and Public Forum."),
-            ("Price", "WinDebate has a free tier with monthly limits and paid plans from $19.99/month. {product} has a 3-day free trial, then Pro at $5/month + tax."),
+            ("Price", "WinDebate has a free tier with monthly limits and paid plans from $19.99/month. {product} has a 3-day free trial, then Pro at {pro_price}."),
             ("Workflow", "WinDebate is organised as prep, practice, live round and review. {product} keeps cases, sources, practice rounds and debriefs together in one Current Debate."),
         ],
         "sections": [
@@ -1260,8 +1263,8 @@
                 "As of October 2026, its plans are Free ($0, with 1 research session, 10 drills and 1 Live Assistant round a month), Plus ($19.99/month, which adds voice input and playback and weekly progress) and Pro ($39.99/month). These details come from WinDebate's own site; check it for current terms.",
             ]),
             ("What {product} offers", [
-                "{product} is an AI debate prep and practice app with 11 prep modes. You start a Current Debate for one motion, add sources to its Library, generate a structured case with a predicted opponent case, find weak links with Attack, research claims with Factoids, ask the Ask coach, drill cross-examination in Crossfire, and run timed Sparring rounds against an AI opponent that end in a verdict. A speech timer and an argument flowchart round it out.",
-                "As of October 2026, {product} has a 3-day free trial with no credit card, then Pro at $5/month + tax. The app is available in English, Spanish and Hungarian.",
+                "{product} is an AI debate prep and practice app with {mode_count} prep modes. You start a Current Debate for one motion, add sources to its Library, generate a structured case with a predicted opponent case, find weak links with Attack, research claims with Factoids, ask the Ask coach, drill cross-examination in Crossfire, and run timed Sparring rounds against an AI opponent that end in a verdict. A speech timer and an argument flowchart round it out.",
+                "As of October 2026, {product} has a 3-day free trial with no credit card, then Pro at {pro_price}. The app is available in English, Spanish and Hungarian.",
             ]),
             ("How to choose", [
                 {"list": [
@@ -1275,17 +1278,18 @@
             ]),
         ],
         "faqs": [
-            ("Is {product} cheaper than WinDebate?", "As of October 2026, {product} Pro is $5/month + tax and WinDebate's paid plans start at $19.99/month. WinDebate also has a free tier with monthly limits; {product} has a 3-day trial and no permanent free plan."),
+            ("Is {product} cheaper than WinDebate?", "As of October 2026, {product} Pro is {pro_price} and WinDebate's paid plans start at $19.99/month. WinDebate also has a free tier with monthly limits; {product} has a 3-day trial and no permanent free plan."),
             ("Which formats does each tool support?", "WinDebate names Public Forum, Lincoln-Douglas, Congressional, Policy, World Schools and British Parliamentary. {product}'s case, Attack, Ask and Crossfire tools work for any motion, and Sparring runs School 4-6-6-3, Lincoln-Douglas and Public Forum rounds."),
             ("Can I use both?", "Yes. They are separate products, and some debaters use one for prep and another for review."),
         ],
     },
     "debatelab-vs-debateclub": {
+        "modified": "2026-10-23",
         "software": True,
         "features": [
             ("Audience", "As of October 2026, DebateClub describes itself as training for high-stakes conversations such as negotiations, pitches and meetings. {product} is built for school and competitive debate."),
             ("Practice style", "DebateClub is voice-only sparring with opponent personas. {product} combines case prep tools with timed Sparring rounds you can type or speak."),
-            ("Price", "DebateClub has a free tier with one debate credit and Pro at $19/month. {product} has a 3-day free trial, then Pro at $5/month + tax."),
+            ("Price", "DebateClub has a free tier with one debate credit and Pro at $19/month. {product} has a 3-day free trial, then Pro at {pro_price}."),
         ],
         "sections": [
             ("What DebateClub offers", [
@@ -1293,8 +1297,8 @@
                 "As of October 2026, its plans are Free ($0, one debate credit) and Pro ($19/month or $149/year). These details come from DebateClub's own site; check it for current terms.",
             ]),
             ("What {product} offers", [
-                "{product} is an AI debate prep and practice app for students and competitive debaters, with 11 prep modes. It builds structured cases with a predicted opponent case, finds weak links with Attack, researches claims with Factoids, drills cross-examination in Crossfire and runs timed Sparring rounds in School 4-6-6-3, Lincoln-Douglas and Public Forum that end in a verdict. Voice mode lets you speak your speeches instead of typing them.",
-                "As of October 2026, {product} has a 3-day free trial with no credit card, then Pro at $5/month + tax. The app is available in English, Spanish and Hungarian.",
+                "{product} is an AI debate prep and practice app for students and competitive debaters, with {mode_count} prep modes. It builds structured cases with a predicted opponent case, finds weak links with Attack, researches claims with Factoids, drills cross-examination in Crossfire and runs timed Sparring rounds in School 4-6-6-3, Lincoln-Douglas and Public Forum that end in a verdict. Voice mode lets you speak your speeches instead of typing them.",
+                "As of October 2026, {product} has a 3-day free trial with no credit card, then Pro at {pro_price}. The app is available in English, Spanish and Hungarian.",
             ]),
             ("Which fits you", [
                 {"list": [
@@ -1308,7 +1312,7 @@
         "faqs": [
             ("Is DebateClub for competitive debate?", "As of October 2026, DebateClub's site describes training for high-stakes conversations such as negotiations and pitches and does not name competitive debate formats."),
             ("Does {product} support voice practice?", "Yes. Sparring has a voice mode, so you can speak your speeches instead of typing them."),
-            ("Which is cheaper?", "As of October 2026, {product} Pro is $5/month + tax and DebateClub Pro is $19/month. DebateClub also has a free tier with one debate credit; {product} has a 3-day trial and no permanent free plan."),
+            ("Which is cheaper?", "As of October 2026, {product} Pro is {pro_price} and DebateClub Pro is $19/month. DebateClub also has a free tier with one debate credit; {product} has a 3-day trial and no permanent free plan."),
         ],
     },
 }
diff --git a/src/components/features/tools/tool-links.tsx b/src/components/features/tools/tool-links.tsx
index 5892fc885..7551d392c 100644
--- a/src/components/features/tools/tool-links.tsx
+++ b/src/components/features/tools/tool-links.tsx
@@ -45,6 +45,10 @@ export const UTILITY_TOOLS = [
   { key: 'history', href: '/app/history', icon: Clock },
 ] satisfies readonly Tool[];
 
+// Copy that states how many modes there are reads these, so it cannot drift from the lists.
+export const PREP_MODE_COUNT = PREPARE_TOOLS.length + PRACTICE_TOOLS.length;
+export const UTILITY_COUNT = UTILITY_TOOLS.length;
+
 /**
  * A link to a tool. `row` shows the description (Tools page lists); `tile` shows only
  * the label (the debate dashboard and the utility strip).
diff --git a/src/components/landing/FAQ.tsx b/src/components/landing/FAQ.tsx
index 8e6987522..e6bd1d4da 100644
--- a/src/components/landing/FAQ.tsx
+++ b/src/components/landing/FAQ.tsx
@@ -1,5 +1,6 @@
 import { useTranslation } from "react-i18next";
 import { ChevronDown } from "lucide-react";
+import { PREP_MODE_COUNT } from "@/components/features/tools/tool-links";
 import { factsAsOf } from "@/lib/seo/pages";
 import { Reveal } from "./Reveal";
 
@@ -8,7 +9,7 @@ const FAQ = () => {
     const asOf = factsAsOf(i18n.language);
 
     const faqs = [
-        { question: t('faq.q6'), answer: t('faq.a6') },
+        { question: t('faq.q6'), answer: t('faq.a6', { modes: PREP_MODE_COUNT }) },
         { question: t('faq.q1'), answer: t('faq.a1', { asOf }) },
         { question: t('faq.q2'), answer: t('faq.a2') },
         { question: t('faq.q3'), answer: t('faq.a3') },
diff --git a/src/components/landing/Pricing.tsx b/src/components/landing/Pricing.tsx
index 8fbd4ddeb..1d18481d2 100644
--- a/src/components/landing/Pricing.tsx
+++ b/src/components/landing/Pricing.tsx
@@ -3,22 +3,25 @@ import { Reveal } from "./Reveal";
 import { Check, Crown, Sparkles, Zap } from "lucide-react";
 import { Link } from "react-router-dom";
 import { useRoutePrefetch } from "@/hooks/use-route-prefetch";
+import { PREP_MODE_COUNT, UTILITY_COUNT } from "@/components/features/tools/tool-links";
 import { factsAsOf } from "@/lib/seo/pages";
 
 const Pricing = () => {
     const { t, i18n } = useTranslation();
     const appPrefetch = useRoutePrefetch("/app");
 
+    const modeCounts = { modes: PREP_MODE_COUNT, utilities: UTILITY_COUNT };
+
     const TRIAL_FEATURES = [
         t('pricing.trialFeature1'),
-        t('pricing.trialFeature2'),
+        t('pricing.trialFeature2', modeCounts),
         t('pricing.trialFeature3'),
         t('pricing.trialFeature4'),
     ];
 
     const PRO_FEATURES = [
         t('pricing.proFeature1'),
-        t('pricing.proFeature2'),
+        t('pricing.proFeature2', modeCounts),
         t('pricing.proFeature3'),
         t('pricing.proFeature4'),
         t('pricing.proFeature5'),
diff --git a/src/locales/en.json b/src/locales/en.json
index 22e9629ee..03bc89b41 100644
--- a/src/locales/en.json
+++ b/src/locales/en.json
@@ -935,7 +935,6 @@
   },
   "features": {
     "title": "Everything You Need to Win",
-    "subtitle": "Eleven debate tools for competitive preparation.",
     "generate": "Case Generator",
     "generateDesc": "Build complete cases with structured arguments, evidence, and counter-strategies.",
     "attack": "Case Attacker",
@@ -1002,11 +1001,11 @@
     "proPeriod": "/month + tax",
     "recommended": "Recommended",
     "trialFeature1": "Starter AI prep access",
-    "trialFeature2": "All 11 prep modes",
+    "trialFeature2": "All {{modes}} prep modes and {{utilities}} utilities",
     "trialFeature3": "Starter models",
     "trialFeature4": "3-day access",
     "proFeature1": "Expanded AI prep access",
-    "proFeature2": "All 11 prep modes",
+    "proFeature2": "All {{modes}} prep modes and {{utilities}} utilities",
     "proFeature3": "All 10 models, including Claude Opus and Sonnet, GPT-6.1 Sol, and Gemini",
     "proFeature4": "Priority support",
     "proFeature5": "Active Grounding™ research",
@@ -1033,7 +1032,7 @@
     "a5": "Yes! Save cases, brainstorms, and chats to History. Export to Word, PDF, or Google Docs.",
     "subtitle": "Pricing, workflow, and product details at a glance.",
     "q6": "What is DebateLab?",
-    "a6": "DebateLab is an AI debate prep and practice app for students and competitive debaters. It has 11 prep modes, including a case generator, a case attacker, evidence research with citations, an AI coach, Crossfire and timed Sparring rounds against an AI opponent, and it is available in English, Spanish and Hungarian."
+    "a6": "DebateLab is an AI debate prep and practice app for students and competitive debaters. It has {{modes}} prep modes, including a case generator, a case attacker, evidence research with citations, an AI coach, Crossfire and timed Sparring rounds against an AI opponent, and it is available in English, Spanish and Hungarian."
   },
   "finalCta": {
     "title": "Ready to Build Your Next Winning Case?",
@@ -1828,7 +1827,7 @@
   "privacyPage": {
     "title": "Privacy Policy",
     "lastUpdated": "Last updated",
-    "date": "October 1, 2026",
+    "date": "October 23, 2026",
     "s1": "Information We Collect",
     "p1": "We collect information you provide when creating an account, including your name and email from Google sign-in or email sign-in, plus usage data such as generated content, saved items, and interaction patterns. If you use an admin-issued demo code, we process that code to authenticate your demo account.",
     "s2": "How We Use Your Information",
@@ -1838,17 +1837,19 @@
     "s4": "Data Storage",
     "p4": "Your data is stored securely using Supabase infrastructure with encryption at rest and in transit.",
     "s5": "Data Sharing",
-    "p5": "We do not sell your personal data. We share data only with OpenRouter for AI processing, ElevenLabs for the opponent's voice in voice rounds, and payment processors for billing.",
+    "p5": "We do not sell your personal data. We share data only with OpenRouter for AI processing, ElevenLabs for the opponent's voice in voice rounds, Exa for web research, PostHog and Sentry for analytics and error monitoring (see Cookies and Tracking), Jam for bug reports (see Bug Reports with Jam), and payment processors for billing.",
     "s6": "Your Rights",
     "p6": "In Settings you can download a copy of your data as a JSON file, erase your saved work, or delete your account. Deleting your account permanently removes it and all data stored with it, and cancels any Pro subscription immediately. Stripe keeps its own billing records, such as invoices and payments, as required for tax and accounting.",
     "s7": "Cookies and Tracking",
     "p7": "We use essential cookies and browser storage for authentication and preferences. We use PostHog for product analytics and Sentry for error monitoring, structured logs, application metrics, performance tracing, and error-only Session Replay. Sentry does not record ordinary sessions. It records sessions containing captured errors; all replay text and inputs are masked and media is blocked. Sentry receives technical metadata such as routes, browser details, request URLs, methods and status codes, stack traces, timings, and safe event classifications. Automatic collection of user identity, cookies, headers, HTTP bodies, query parameters, AI inputs and outputs, and stack-frame variables is disabled. PostHog autocapture, pageview capture, session recording, and persistent browser storage are disabled. We do not send debate content, chat messages, source titles, or email addresses in analytics events or structured logs.",
-    "s8": "Children's Privacy",
-    "p8": "DebateLab is designed for users 13 and older. We do not knowingly collect data from children under 13.",
-    "s9": "Changes to This Policy",
-    "p9": "We may update this policy periodically. Significant changes will be communicated via email or in-app notification.",
-    "s10": "Contact Us",
-    "p10": "For privacy questions or data requests, contact us at privacy@debatelab.app."
+    "s8": "Bug Reports with Jam",
+    "p8": "We use Jam, a bug-reporting service run by We are Jam, Inc., so that you can show us a problem by recording it. Jam's scripts load for every visitor to DebateLab, after your first click, tap or key press, or 8 seconds after the page loads, whichever comes first. They open a frame from recorder.jam.dev, which receives the address of the page you are on, your browser and device details and page load timings, and they collect the page's console logs, its network requests and your clicks and key presses so these can be attached to a recording. A recording is made when you open a Jam recording link we sent you and press Start Recording. It contains a video of the screen, window or tab you choose to share, together with that technical data, so it can include anything shown on the page or exchanged with our servers, such as your debate content. While you are signed in, your DebateLab account ID is available to Jam and is attached to any recording you make, which links the recording to your account. Jam processes this data as our service provider and keeps it until it is no longer needed to provide its service; it does not state a fixed retention period. To ask us to delete a recording, or to object to this processing, contact privacy@debatelab.app.",
+    "s9": "Children's Privacy",
+    "p9": "DebateLab is designed for users 13 and older. We do not knowingly collect data from children under 13.",
+    "s10": "Changes to This Policy",
+    "p10": "We may update this policy periodically. Significant changes will be communicated via email or in-app notification.",
+    "s11": "Contact Us",
+    "p11": "For privacy questions or data requests, contact us at privacy@debatelab.app."
   },
   "termsPage": {
     "title": "Terms of Service",
diff --git a/src/locales/es.json b/src/locales/es.json
index 10fa55c55..03604c0cf 100644
--- a/src/locales/es.json
+++ b/src/locales/es.json
@@ -935,7 +935,6 @@
   },
   "features": {
     "title": "Todo lo que necesitas para ganar",
-    "subtitle": "Once herramientas de debate para una preparación competitiva.",
     "generate": "Generador de casos",
     "generateDesc": "Construye casos completos con argumentos estructurados, evidencia y contra-estrategias.",
     "attack": "Atacante de casos",
@@ -1002,11 +1001,11 @@
     "proPeriod": "/mes + impuestos",
     "recommended": "Recomendado",
     "trialFeature1": "Acceso inicial a preparación con IA",
-    "trialFeature2": "Las 11 herramientas de preparación",
+    "trialFeature2": "Los {{modes}} modos de preparación y las {{utilities}} utilidades",
     "trialFeature3": "Modelos iniciales",
     "trialFeature4": "Acceso por 3 días",
     "proFeature1": "Acceso ampliado a preparación con IA",
-    "proFeature2": "Las 11 herramientas de preparación",
+    "proFeature2": "Los {{modes}} modos de preparación y las {{utilities}} utilidades",
     "proFeature3": "Los 10 modelos, incluidos Claude Opus y Sonnet, GPT-6.1 Sol y Gemini",
     "proFeature4": "Soporte prioritario",
     "proFeature5": "Investigación Active Grounding™",
@@ -1033,7 +1032,7 @@
     "a5": "¡Sí! Guarda casos, lluvias de ideas y chats en el Historial. Exporta a Word, PDF o Google Docs.",
     "subtitle": "Precios, flujo de trabajo y detalles del producto de un vistazo.",
     "q6": "¿Qué es DebateLab?",
-    "a6": "DebateLab es una app de preparación y práctica de debate con IA para estudiantes y debatientes de competición. Tiene 11 modos de preparación, entre ellos un generador de casos, un atacante de casos, investigación de evidencia con citas, un coach de IA, Interrogatorio y rondas de Sparring cronometradas contra un oponente de IA, y está disponible en inglés, español y húngaro."
+    "a6": "DebateLab es una app de preparación y práctica de debate con IA para estudiantes y debatientes de competición. Tiene {{modes}} modos de preparación, entre ellos un generador de casos, un atacante de casos, investigación de evidencia con citas, un coach de IA, Interrogatorio y rondas de Sparring cronometradas contra un oponente de IA, y está disponible en inglés, español y húngaro."
   },
   "finalCta": {
     "title": "¿Listo para construir tu próximo caso ganador?",
@@ -1828,7 +1827,7 @@
   "privacyPage": {
     "title": "Política de privacidad",
     "lastUpdated": "Última actualización",
-    "date": "1 de octubre de 2026",
+    "date": "23 de octubre de 2026",
     "s1": "Información que recopilamos",
     "p1": "Recopilamos la información que proporcionas al crear una cuenta, incluido tu nombre y correo electrónico, que pueden proceder del inicio de sesión con Google o por email, además de datos de uso como contenido generado, elementos guardados y patrones de interacción. Si usas un código demo emitido por un administrador, procesamos ese código para autenticar tu cuenta demo.",
     "s2": "Cómo usamos tu información",
@@ -1838,17 +1837,19 @@
     "s4": "Almacenamiento de datos",
     "p4": "Tus datos se almacenan de forma segura usando infraestructura de Supabase con cifrado en reposo y en tránsito.",
     "s5": "Compartir datos",
-    "p5": "No vendemos tus datos personales. Solo compartimos datos con OpenRouter para el procesamiento de IA, con ElevenLabs para la voz del oponente en las rondas con voz y con procesadores de pago para la facturación.",
+    "p5": "No vendemos tus datos personales. Solo compartimos datos con OpenRouter para el procesamiento de IA, con ElevenLabs para la voz del oponente en las rondas con voz, con Exa para la búsqueda web, con PostHog y Sentry para la analítica y la monitorización de errores (consulta Cookies y seguimiento), con Jam para los informes de errores (consulta Informes de errores con Jam) y con procesadores de pago para la facturación.",
     "s6": "Tus derechos",
     "p6": "En Configuración puedes descargar una copia de tus datos en un archivo JSON, borrar tu trabajo guardado o eliminar tu cuenta. Eliminar la cuenta la borra para siempre junto con todos los datos guardados en ella y cancela de inmediato cualquier suscripción Pro. Stripe conserva sus propios registros de facturación, como facturas y pagos, según exigen las normas fiscales y contables.",
     "s7": "Cookies y seguimiento",
     "p7": "Usamos cookies y almacenamiento del navegador esenciales para la autenticación y las preferencias. Usamos PostHog para analítica de producto y Sentry para monitorización de errores, registros estructurados, métricas de la aplicación, seguimiento del rendimiento y reproducción de sesiones solo cuando hay errores. Sentry no registra sesiones normales. Registra sesiones que contienen errores capturados; todo el texto y los campos de entrada se ocultan en las reproducciones y el contenido multimedia se bloquea. Sentry recibe metadatos técnicos como rutas, datos del navegador, URL, métodos y códigos de estado de solicitudes, trazas de pila, tiempos y clasificaciones seguras de eventos. La recopilación automática de identidad del usuario, cookies, cabeceras, cuerpos HTTP, parámetros de consulta, entradas y salidas de IA y variables de marcos de pila está desactivada. La captura automática, el registro de páginas vistas, la grabación de sesiones y el almacenamiento persistente de PostHog están desactivados. No enviamos contenido de debates, mensajes de chat, títulos de fuentes ni direcciones de correo electrónico en eventos analíticos o registros estructurados.",
-    "s8": "Privacidad de menores",
-    "p8": "DebateLab está diseñado para usuarios de 13 años o más. No recopilamos datos de menores de 13 años conscientemente.",
-    "s9": "Cambios a esta política",
-    "p9": "Podemos actualizar esta política periódicamente. Los cambios significativos se comunicarán por email o notificación en la app.",
-    "s10": "Contáctanos",
-    "p10": "Para preguntas de privacidad o solicitudes de datos, contáctanos en privacy@debatelab.app."
+    "s8": "Informes de errores con Jam",
+    "p8": "Usamos Jam, un servicio de informes de errores de We are Jam, Inc., para que puedas mostrarnos un problema grabándolo. Los scripts de Jam se cargan para todas las personas que visitan DebateLab, tras tu primer clic, toque o pulsación de tecla, o 8 segundos después de que cargue la página, lo que ocurra primero. Abren un marco de recorder.jam.dev, que recibe la dirección de la página en la que estás, datos de tu navegador y dispositivo y los tiempos de carga de la página, y recopilan los registros de la consola de la página, sus solicitudes de red y tus clics y pulsaciones de teclas para poder adjuntarlos a una grabación. Una grabación se crea cuando abres un enlace de grabación de Jam que te hemos enviado y pulsas «Start Recording». Contiene un vídeo de la pantalla, ventana o pestaña que elijas compartir junto con esos datos técnicos, por lo que puede incluir todo lo que se muestre en la página o se intercambie con nuestros servidores, como el contenido de tus debates. Mientras tienes la sesión iniciada, el ID de tu cuenta de DebateLab está disponible para Jam y se adjunta a cualquier grabación que hagas, lo que vincula la grabación con tu cuenta. Jam trata estos datos como nuestro proveedor de servicios y los conserva hasta que dejan de ser necesarios para prestar su servicio; no indica un plazo de conservación fijo. Para pedirnos que eliminemos una grabación u oponerte a este tratamiento, escríbenos a privacy@debatelab.app.",
+    "s9": "Privacidad de menores",
+    "p9": "DebateLab está diseñado para usuarios de 13 años o más. No recopilamos datos de menores de 13 años conscientemente.",
+    "s10": "Cambios a esta política",
+    "p10": "Podemos actualizar esta política periódicamente. Los cambios significativos se comunicarán por email o notificación en la app.",
+    "s11": "Contáctanos",
+    "p11": "Para preguntas de privacidad o solicitudes de datos, contáctanos en privacy@debatelab.app."
   },
   "termsPage": {
     "title": "Términos de servicio",
diff --git a/src/locales/hu.json b/src/locales/hu.json
index 9e9b349b0..9d8dec6cc 100644
--- a/src/locales/hu.json
+++ b/src/locales/hu.json
@@ -935,7 +935,6 @@
   },
   "features": {
     "title": "Minden, ami a győzelemhez kell",
-    "subtitle": "Tizenegy vitás eszköz a versenyszerű felkészüléshez.",
     "generate": "Eset generátor",
     "generateDesc": "Építs teljes eseteket strukturált érvekkel, bizonyítékokkal és ellen-stratégiákkal.",
     "attack": "Eset támadó",
@@ -1002,11 +1001,11 @@
     "proPeriod": "/hó + adó",
     "recommended": "Ajánlott",
     "trialFeature1": "Kezdő MI felkészülési hozzáférés",
-    "trialFeature2": "Mind a 11 felkészülési eszköz",
+    "trialFeature2": "Mind a {{modes}} felkészülési mód és a {{utilities}} segédeszköz",
     "trialFeature3": "Kezdő modellek",
     "trialFeature4": "3 napos hozzáférés",
     "proFeature1": "Bővített MI felkészülési hozzáférés",
-    "proFeature2": "Mind a 11 felkészülési eszköz",
+    "proFeature2": "Mind a {{modes}} felkészülési mód és a {{utilities}} segédeszköz",
     "proFeature3": "Mind a 10 modell, köztük a Claude Opus és Sonnet, a GPT-6.1 Sol és a Gemini",
     "proFeature4": "Elsőbbségi támogatás",
     "proFeature5": "Active Grounding™ kutatás",
@@ -1033,7 +1032,7 @@
     "a5": "Igen! Ments eseteket, ötleteket és chateket az Előzményekbe. Exportálj Word, PDF vagy Google Docs formátumba.",
     "subtitle": "Árazás, munkafolyamat és termékrészletek röviden.",
     "q6": "Mi az a DebateLab?",
-    "a6": "A DebateLab egy MI-alapú vitafelkészítő és gyakorló alkalmazás diákoknak és versenyvitázóknak. 11 felkészülési módja van, köztük esetgenerátor, esettámadó, hivatkozásokkal támogatott bizonyítékkutatás, MI-edző, Keresztkérdezés és időzített Vitapárbaj-fordulók MI-ellenféllel, és angolul, spanyolul és magyarul is elérhető."
+    "a6": "A DebateLab egy MI-alapú vitafelkészítő és gyakorló alkalmazás diákoknak és versenyvitázóknak. {{modes}} felkészülési módja van, köztük esetgenerátor, esettámadó, hivatkozásokkal támogatott bizonyítékkutatás, MI-edző, Keresztkérdezés és időzített Vitapárbaj-fordulók MI-ellenféllel, és angolul, spanyolul és magyarul is elérhető."
   },
   "finalCta": {
     "title": "Készen állsz a következő győztes eseted felépítésére?",
@@ -1828,7 +1827,7 @@
   "privacyPage": {
     "title": "Adatvédelmi irányelvek",
     "lastUpdated": "Utolsó frissítés",
-    "date": "2026. október 1.",
+    "date": "2026. október 23.",
     "s1": "Gyűjtött információk",
     "p1": "Gyűjtjük a fiók létrehozásakor megadott adatokat, például a nevedet és az e-mail-címedet, amelyek Google- vagy e-mailes bejelentkezésből származhatnak, valamint a használati adatokat, például a generált tartalmakat, a mentett elemeket és az interakciós mintákat. Adminisztrátor által kiadott demókód használatakor a kódot a demo-fiókod hitelesítéséhez dolgozzuk fel.",
     "s2": "Hogyan használjuk az információidat",
@@ -1838,17 +1837,19 @@
     "s4": "Adattárolás",
     "p4": "Adataidat biztonságosan, a Supabase infrastruktúráján tároljuk, nyugalmi és átvitel közbeni titkosítással.",
     "s5": "Adatmegosztás",
-    "p5": "Nem adjuk el személyes adataidat. Csak az OpenRouterrel osztunk meg adatot MI-feldolgozás céljából, az ElevenLabsszel az ellenfél hangjához a hangos körökben, valamint fizetési szolgáltatókkal a számlázáshoz.",
+    "p5": "Nem adjuk el személyes adataidat. Csak az OpenRouterrel osztunk meg adatot MI-feldolgozás céljából, az ElevenLabsszel az ellenfél hangjához a hangos körökben, az Exával webes kutatáshoz, a PostHoggal és a Sentryvel analitikához és hibamegfigyeléshez (lásd: Sütik és nyomkövetés), a Jammel hibabejelentésekhez (lásd: Hibabejelentés a Jammel), valamint fizetési szolgáltatókkal a számlázáshoz.",
     "s6": "Jogaid",
     "p6": "A Beállításokban letöltheted az adataidat egy JSON-fájlban, törölheted a mentett munkáidat, vagy törölheted a fiókodat. A fiók törlése véglegesen eltávolítja a fiókot és minden hozzá tárolt adatot, és azonnal lemondja az esetleges Pro-előfizetést. A Stripe a saját számlázási nyilvántartásait, például a számlákat és a befizetéseket, az adózási és számviteli előírások szerint megőrzi.",
     "s7": "Sütik és nyomkövetés",
     "p7": "Alapvető sütiket és böngészőtárhelyet használunk a hitelesítéshez és a beállításokhoz. A PostHogot termékanalitikához, a Sentryt pedig hibamegfigyeléshez, strukturált naplókhoz, alkalmazásmetrikákhoz, teljesítménykövetéshez és kizárólag hibákhoz kapcsolódó munkamenet-visszajátszáshoz használjuk. A Sentry nem rögzít szokásos munkameneteket. A rögzített hibát tartalmazó munkameneteket rögzíti; a visszajátszásokban minden szöveg és beviteli érték maszkolva van, a médiatartalom pedig blokkolva. A Sentry technikai metaadatokat kap, például útvonalakat, böngészőadatokat, kérés-URL-eket, metódusokat és állapotkódokat, veremkövetéseket, időzítéseket és biztonságos eseménybesorolásokat. A felhasználói azonosítók, sütik, fejlécek, HTTP-törzsek, lekérdezési paraméterek, MI-bemenetek és -kimenetek, valamint veremkeret-változók automatikus gyűjtése le van tiltva. A PostHog automatikus eseménygyűjtése, oldalmegtekintés-követése, munkamenet-rögzítése és tartós böngészőtárhelye ki van kapcsolva. Az analitikai eseményekben és strukturált naplókban nem küldünk vitatartalmat, chatüzeneteket, forráscímeket vagy e-mail-címeket.",
-    "s8": "Gyermekek adatvédelme",
-    "p8": "A DebateLab 13 éves és idősebb felhasználóknak készült. Tudatosan nem gyűjtünk adatot 13 év alatti gyermekektől.",
-    "s9": "Irányelvek módosítása",
-    "p9": "Időszakosan frissíthetjük ezt az irányelvet. A jelentős változásokról emailben vagy alkalmazáson belüli értesítéssel tájékoztatunk.",
-    "s10": "Kapcsolat",
-    "p10": "Adatvédelmi kérdésekkel vagy adatkérésekkel fordulj hozzánk: privacy@debatelab.app."
+    "s8": "Hibabejelentés a Jammel",
+    "p8": "A Jamet, a We are Jam, Inc. hibabejelentő szolgáltatását használjuk, hogy egy problémát felvétellel megmutathass nekünk. A Jam szkriptjei a DebateLab minden látogatójánál betöltődnek: az első kattintásod, koppintásod vagy billentyűleütésed után, vagy 8 másodperccel az oldal betöltése után, attól függően, melyik következik be előbb. Megnyitnak egy keretet a recorder.jam.dev címről, amely megkapja az éppen megnyitott oldal címét, a böngésződ és az eszközöd adatait, valamint az oldal betöltési időit, és összegyűjtik az oldal konzolnaplóit, hálózati kéréseit, valamint a kattintásaidat és billentyűleütéseidet, hogy ezek egy felvételhez csatolhatók legyenek. Felvétel akkor készül, ha megnyitsz egy általunk küldött Jam-felvételi linket, és megnyomod a „Start Recording” gombot. A felvétel a megosztásra kiválasztott képernyőről, ablakról vagy lapról készült videót tartalmazza ezekkel a technikai adatokkal együtt, így benne lehet minden, ami az oldalon megjelenik, vagy amit az oldal a szervereinkkel vált, például a vitatartalmaid. Amíg be vagy jelentkezve, a DebateLab-fiókod azonosítója elérhető a Jam számára, és minden általad készített felvételhez csatolódik, így a felvétel a fiókodhoz kapcsolható. A Jam ezeket az adatokat a szolgáltatónkként kezeli, és addig őrzi meg, amíg a szolgáltatása nyújtásához szükségesek; rögzített megőrzési időt nem ad meg. Ha szeretnéd, hogy töröljünk egy felvételt, vagy tiltakozni szeretnél ez ellen az adatkezelés ellen, írj nekünk: privacy@debatelab.app.",
+    "s9": "Gyermekek adatvédelme",
+    "p9": "A DebateLab 13 éves és idősebb felhasználóknak készült. Tudatosan nem gyűjtünk adatot 13 év alatti gyermekektől.",
+    "s10": "Irányelvek módosítása",
+    "p10": "Időszakosan frissíthetjük ezt az irányelvet. A jelentős változásokról emailben vagy alkalmazáson belüli értesítéssel tájékoztatunk.",
+    "s11": "Kapcsolat",
+    "p11": "Adatvédelmi kérdésekkel vagy adatkérésekkel fordulj hozzánk: privacy@debatelab.app."
   },
   "termsPage": {
     "title": "Felhasználási feltételek",
diff --git a/src/pages/PrivacyPage.tsx b/src/pages/PrivacyPage.tsx
index bda9ce0a5..1c58fb3f1 100644
--- a/src/pages/PrivacyPage.tsx
+++ b/src/pages/PrivacyPage.tsx
@@ -6,7 +6,7 @@ export default function PrivacyPage() {
   const { t } = useTranslation();
   usePageHead('/privacy');
 
-  const sections = Array.from({ length: 10 }, (_, i) => i + 1);
+  const sections = Array.from({ length: 11 }, (_, i) => i + 1);
 
   return (
     <PublicPageShell className="max-w-[65ch]">
diff --git a/src/prerender/entry.tsx b/src/prerender/entry.tsx
index 5f27282f7..b5621a3b9 100644
--- a/src/prerender/entry.tsx
+++ b/src/prerender/entry.tsx
@@ -12,6 +12,7 @@ import TermsPage from '@/pages/TermsPage';
 import PrivacyPage from '@/pages/PrivacyPage';
 import NotFound from '@/pages/NotFound';
 import SourcesPage from '@/pages/SourcesPage';
+import { PRACTICE_TOOLS, PREPARE_TOOLS, PREP_MODE_COUNT, UTILITY_TOOLS } from '@/components/features/tools/tool-links';
 import { TOOL_PAGES } from './tool-pages';
 
 const unavailable = () => Promise.reject(new Error('Not available while prerendering'));
@@ -71,13 +72,13 @@ function landingQuestions(): Array<[string, string]> {
   const asOf = factsAsOf('en');
   return [
     [i18n.t('shortAnswer.question'), i18n.t('shortAnswer.answer', { asOf })],
-    [i18n.t('faq.q6'), i18n.t('faq.a6')],
+    [i18n.t('faq.q6'), i18n.t('faq.a6', { modes: PREP_MODE_COUNT })],
     [i18n.t('faq.q1'), i18n.t('faq.a1', { asOf })],
     ...[2, 3, 4, 5].map((n): [string, string] => [i18n.t(`faq.q${n}`), i18n.t(`faq.a${n}`)]),
   ];
 }
 
-const PREP_MODES = ['generate', 'attack', 'brainstorm', 'factoids', 'ask', 'crossfire', 'sparring', 'library', 'timer', 'flowchart', 'history'];
+const APP_TOOLS = [...PREPARE_TOOLS, ...PRACTICE_TOOLS, ...UTILITY_TOOLS];
 
 function landingStructuredData(dateModified: string | undefined) {
   return {
@@ -88,7 +89,7 @@ function landingStructuredData(dateModified: string | undefined) {
         '@id': ORGANIZATION_ID,
         name: ORGANIZATION,
         url: `${SITE_ORIGIN}/`,
-        logo: `${SITE_ORIGIN}/favicon.png`,
+        logo: `${SITE_ORIGIN}/icon-1024.png`,
       },
       {
         '@type': 'WebSite',
@@ -108,7 +109,7 @@ function landingStructuredData(dateModified: string | undefined) {
         image: `${SITE_ORIGIN}/hero-visual.jpg`,
         description: DEFINITION,
         inLanguage: ['en', 'es', 'hu'],
-        featureList: PREP_MODES.map((mode) => i18n.t(`features.${mode}`)),
+        featureList: APP_TOOLS.map((tool) => i18n.t(`features.${tool.key}`)),
         offers: [
           {
             '@type': 'Offer',