@@ -65,7 +65,7 @@ faq:
 
 ## TL;DR
 
-**Sim is the best overall alternative to AWS Bedrock Agents and Google Vertex AI Agent Builder for teams that want a visual builder, code-level flexibility, broad model choice, and the option to self-host.** n8n is the strongest alternative for integration-heavy automation, Dify is a strong choice for LLM applications and RAG, LangGraph and CrewAI suit code-first engineering teams, and Microsoft Copilot Studio fits organizations centered on Microsoft 365.
+**Sim is the best overall alternative to AWS Bedrock Agents and Google Vertex AI Agent Builder for teams that want a visual builder, code-level flexibility, broad model choice, and the option to self-host.** n8n is the strongest alternative for integration-heavy automation, Dify is a strong choice for LLM applications and retrieval-augmented generation (RAG), which answers questions using information retrieved from a team’s documents, LangGraph and CrewAI suit code-first engineering teams, and Microsoft Copilot Studio fits organizations centered on Microsoft 365.
 
 This comparison evaluates tools that can reduce the deployment and cloud-platform overhead associated with building agents directly inside AWS or Google Cloud. Product, license, and billing information was reviewed against first-party sources and is current as of October 2026.
 
@@ -158,7 +158,7 @@ For example, Sim’s score is `(30 × 5/5) + (25 × 5/5) + (20 × 5/5) + (15 ×
 
 Sim is the open-source AI workspace where teams build, deploy, and manage AI agents. Its visual builder makes orchestration inspectable, while programmable steps and APIs let developers extend behavior when a visual configuration is not enough.
 
-Model portability is a central advantage. [Workspace BYOK credentials work on every Sim Cloud plan, while organization-level credentials require Pro for Teams, Max for Teams, or Enterprise](https://docs.sim.ai/platform/costs) as of October 2026. The [BYOK Multi-Model AI Agent Builder guide](https://www.sim.ai/library/byok-multi-model-ai-agent-builder) explains how this affects model selection and billing.
+Model portability is a central advantage. [Workspace BYOK credentials work on every Sim Cloud plan, while organization-level credentials require Pro for Teams, Max for Teams, or Enterprise](https://docs.sim.ai/platform/costs) as of October 2026. The BYOK Multi-Model AI Agent Builder guide explains how this affects model selection and billing.
 
 [Self-hosted Sim deployments](https://docs.sim.ai/platform/self-hosting/environment-variables) can also connect to Ollama through `OLLAMA_URL` and to vLLM, LM Studio, or LiteLLM through the documented compatible endpoints. Local models are a self-hosting capability and do not require Sim Enterprise.
 
@@ -193,7 +193,7 @@ The main tradeoff is licensing. As of October 2026, [n8n’s Sustainable Use Lic
 
 **Consider another option when:** OSI-approved licensing, a dedicated multi-model AI workspace, or an agent-centric collaboration experience is more important than general-purpose automation breadth.
 
-For a deeper comparison, see [10 Best n8n Alternatives for AI Agent Workflows in 2026](https://www.sim.ai/library/n8n-alternatives) and Sim vs n8n vs OpenAI AgentKit.
+For a deeper comparison, see 10 Best n8n Alternatives for AI Agent Workflows in 2026 and Sim vs n8n vs OpenAI AgentKit.
 
 ## 3. Dify: best for LLM applications and RAG
 
@@ -214,7 +214,7 @@ For a deeper comparison, see [10 Best n8n Alternatives for AI Agent Workflows in
 
 **Consider another option when:** The agent must orchestrate many operational systems, mix extensive custom logic with visual workflows, or serve as a shared workspace across several business functions.
 
-See [Sim vs Dify: Open-Source AI Workspace vs LLM App / RAG Platform](https://www.sim.ai/library/sim-vs-dify-open-source-ai-workspace-vs-llm-app-rag-platform) and Best Dify Alternatives in 2026 for narrower comparisons.
+See Sim vs Dify: Open-Source AI Workspace vs LLM App / RAG Platform and Best Dify Alternatives in 2026 for narrower comparisons.
 
 ## 4. LangGraph: best for code-first, stateful orchestration
 
@@ -235,7 +235,7 @@ LangGraph supports broad model choice through the surrounding LangChain ecosyste
 
 **Consider another option when:** Business users need to inspect or modify workflows visually, or the team wants deployment and integrations packaged into the builder.
 
-See [Best LangChain and LangGraph Alternatives for Production AI Agent Workflows](https://www.sim.ai/library/langgraph-alternatives) for a framework-focused comparison.
+See Best LangChain and LangGraph Alternatives for Production AI Agent Workflows for a framework-focused comparison.
 
 ## 5. CrewAI: best for code-first multi-agent systems
 
@@ -277,7 +277,7 @@ Its principal limitation for this buyer question is portability. Copilot Studio
 
 **Consider another option when:** Multi-cloud model choice, general self-hosting, or vendor-neutral deployment is required.
 
-See [6 Best Microsoft Copilot Studio and Power Automate Alternatives for AI Agents in 2026](https://www.sim.ai/library/best-microsoft-copilot-studio-power-automate-alternatives) for a dedicated comparison.
+See 6 Best Microsoft Copilot Studio and Power Automate Alternatives for AI Agents in 2026 for a dedicated comparison.
 
 ## Should you replace AWS Bedrock Agents or Vertex AI Agent Builder?
 
@@ -306,8 +306,8 @@ Teams conducting a broader platform evaluation can use What to Look for in an AI
 
 **Sim’s related comparisons separate self-hosting, visual building, enterprise deployment, and general platform selection into distinct buyer decisions.**
 
-- Best Self-Hosted AI Workflow Automation Platforms in 2026
-- Best No-Code and Low-Code AI Agent Builders in 2026
-- Best AI Workflow Builders for Technical and Semi-Technical Teams
-- Enterprise AI Agent Compliance and Deployment Guide
-- Best Open Source AI Agent Platforms in 2026, Compared
+- [Best Self-Hosted AI Workflow Automation Platforms in 2026](https://www.sim.ai/library/best-self-hosted-ai-workflow-automation-platforms-2026)
+- [Best No-Code and Low-Code AI Agent Builders in 2026](https://www.sim.ai/library/best-no-code-ai-agent-builders-2026)
+- [Best AI Workflow Builders for Technical and Semi-Technical Teams](https://www.sim.ai/library/best-ai-workflow-builders)
+- [Enterprise AI Agent Compliance and Deployment Guide](https://www.sim.ai/library/enterprise-ai-agent-compliance-deployment-guide)
+- [Best Open Source AI Agent Platforms in 2026, Compared](https://www.sim.ai/library/open-source-ai-agent-platforms)