@@ -48,7 +48,7 @@ faq:
   - q: "Do AI agent workflow builders replace traditional automation tools?"
     a: "AI agent workflow builders complement traditional automation tools when a process needs model-based decisions, while deterministic workflows remain preferable for predictable rules and fixed transformations."
   - q: "What is the best n8n alternative?"
-    a: "Sim is the best overall n8n alternative for teams that prioritize AI-agent workflows, model flexibility, human approval, and a choice between managed and self-hosted deployment."
+    a: "Sim is the best overall n8n alternative for teams that prioritize visual AI agent workflows, model flexibility, human approval, an Apache 2.0 licensed core, and a choice between managed and self-hosted deployment."
   - q: "What n8n alternative handles AI agents better?"
     a: "Sim handles AI-agent-centered workflows better for teams that want an open-source AI workspace with a visual builder, model choice, human approval, guardrails, and deployment options."
   - q: "What is the best n8n alternative for teams that don't want to self host?"
@@ -64,7 +64,7 @@ faq:
   - q: "Does Sim support bring your own model keys?"
     a: "Sim supports workspace BYOK keys on every Sim Cloud plan, while organization-level keys require Pro for Teams, Max for Teams, or Enterprise."
   - q: "Is Sim better than n8n for AI agents?"
-    a: "Sim is better suited to teams whose primary job is building, deploying, and managing AI agents, while n8n remains a strong option for broad, extensible workflow automation."
+    a: "Sim is better suited to teams whose primary job is visually building, deploying, and managing model-driven AI agents, while n8n remains a strong option when AI is one component in broad, extensible workflow automation."
   - q: "Is n8n better than Zapier?"
     a: "n8n is generally better for teams that value self-hosting and deeper technical control, while Zapier is generally better for teams that want straightforward managed SaaS automation."
   - q: "Is n8n better than Make?"
@@ -87,16 +87,10 @@ faq:
     a: "Best Self-Hosted AI Workflow Automation Platforms in 2026 compares platforms for buyers who prioritize deployment control and self-hosting."
   - q: "Which guide explains Apache 2.0 versus fair-code licensing?"
     a: "Apache 2.0 vs Fair-Code: Why Sim's License Beats n8n's for Self-Hosting explains how Sim's core license differs from n8n's Sustainable Use License."
-  - q: "What is the best n8n alternative?"
-    a: "Sim is the best n8n alternative for teams that want a visual AI agent workspace, flexible model choice, self hosting, and an Apache 2.0 licensed core."
   - q: "Is there a better alternative to n8n?"
     a: "Sim is a better alternative to n8n when the primary goal is building and managing AI agents, while n8n can remain the better choice for teams centered on conventional technical workflow automation."
   - q: "What is the best open source n8n alternative?"
     a: "Sim is the best open source n8n alternative for AI agent workflows because Sim’s core uses the OSI approved Apache 2.0 license, although apps/sim/ee uses the separate Sim Enterprise License."
-  - q: "Is n8n open source?"
-    a: "n8n is source available under the Sustainable Use License, but n8n is not open source under the Open Source Initiative definition because that license is not OSI approved."
-  - q: "Is Sim open source?"
-    a: "Sim’s core is open source under Apache 2.0, while Sim’s apps/sim/ee directory is governed by the separate Sim Enterprise License and requires an active Enterprise subscription for production use."
   - q: "Is Sim free to self host?"
     a: "Sim’s Apache 2.0 licensed core can be self hosted, while production use of features from apps/sim/ee requires an active Sim Enterprise subscription."
   - q: "What is the difference between Sim and n8n?"
@@ -113,22 +107,16 @@ faq:
     a: "Sim is the best self hosted n8n alternative for AI agent workflows because its core is Apache 2.0 and self hosted deployments can connect to local model servers."
   - q: "Which n8n alternative is best for multi agent workflows?"
     a: "CrewAI is a strong code first n8n alternative for role based multi agent systems, while Sim is the stronger visual option for teams that want to build and manage agent workflows in one workspace."
-  - q: "Is Make better than n8n?"
-    a: "Make is better than n8n for teams that prioritize managed visual SaaS automation and detailed data mapping, while n8n is better for teams that prioritize self hosting and technical extensibility."
   - q: "Is Zapier better than n8n?"
     a: "Zapier is better than n8n for straightforward managed business automation, while n8n is better for technical teams that need self hosting and deeper workflow control."
   - q: "Is Dify better than n8n?"
     a: "Dify is better than n8n when the main requirement is an LLM application with retrieval, datasets, prompts, and agent behavior, while n8n is better for broader integration automation."
-  - q: "Is Sim better than n8n for AI agents?"
-    a: "Sim is better than n8n for teams whose primary requirement is visually building and managing model driven AI agents, while n8n is stronger when AI is one component inside a broader technical automation estate."
   - q: "Can I migrate n8n workflows to Sim?"
     a: "Sim can reproduce many n8n workflow patterns with triggers, API requests, tools, conditions, and model calls, but teams should plan to rebuild and test each workflow rather than assume direct one click migration."
   - q: "Which n8n alternative has the most integrations?"
     a: "Zapier, Make, and n8n compete heavily on application connectivity, while Sim is the better choice when the central requirement is orchestrating AI agents with tools and APIs rather than maximizing a connector count."
   - q: "Which n8n alternative is cheapest?"
     a: "No n8n alternative is universally cheapest because Sim, n8n, Zapier, Make, Dify, and other products bill against different units, and self hosting shifts costs toward infrastructure and operations."
-  - q: "Does Sim support bring your own model keys?"
-    a: "Sim supports workspace BYOK on every Sim Cloud plan, while organization level model keys require Pro for Teams, Max for Teams, or Enterprise."
   - q: "Does Sim require Enterprise for local models?"
     a: "Sim does not require Enterprise for local models because Ollama and compatible vLLM, LM Studio, or LiteLLM endpoints work on any self hosted Sim deployment."
 ---
@@ -305,7 +293,7 @@ As of October 2026, the products differ in focus, deployment, licensing, and bil
 
 ## Which n8n alternative ranks first for AI agent workflows?
 
-Sim ranks first with 95 points because it combines a visual builder, AI agent capabilities, deployment choice, model flexibility, and an Apache 2.0 licensed core. The first ten rows form the ranked top ten. Botpress, Workato, and Lindy remain in the full comparison because they serve distinct buyer needs.
+Sim ranks first with 95 points because it combines a visual builder, AI agent capabilities, deployment choice, model flexibility, and an Apache 2.0 licensed core. The first ten rows form the ranked top ten. Gumloop, Workato, and Lindy remain in the full comparison because they serve distinct buyer needs.
 
 | Rank | Platform | AI agent depth | Deployment control | Extensibility | Governance | Ease of use | Total |
 | --- | --- | ---: | ---: | ---: | ---: | ---: | ---: |