diff --git a/docs/guide/chat-bots.md b/docs/guide/chat-bots.md
index 46e89c0f..8a5a39eb 100644
--- a/docs/guide/chat-bots.md
+++ b/docs/guide/chat-bots.md
@@ -2354,31 +2354,41 @@ redirectFrom:
- **Recommended Harnsesses/Agents**:
- - Claude Code
- - Codex
- - Open Code
- - Cursor
- - Open Claw
+
+ Recommended harnesses / agents
- **Recommended models:**
- - **Frontier, more expensive, for most complex/demanding tasks:**
- - Opus 4.6
- - GPT 5.6
- - GLM-5 (Cheapest out of these)
+ - Claude Code
+ - Codex
+ - OpenCode
+ - Cursor
+ - Open Claw
- - **Open-Source, almost as good, cheaper, for medium complex tasks:**
- - MiMo-V2-Pro
- - MiniMax M2.7 (Cheapest out of these)
- - Kimi K2.5
+
- - **Very cheap, for medium and simpler tasks**:
- - Google Gemini 3 Flash (Cheapes, recommended)
- - NVIDIA Nemotron 3 Super (Free through Nvidia and on Open Router with `(free)` label, might hit rate limits) (NOTE: Your data will be used to train the model)
- - Deep Seek V3.2
+
+ Recommended models
- - **Ultra cheap, for very simple tasks:**
- - Google Gemini 3.1 Flash Lite Preview
+ Model rankings are based on the [Agentic Intelligence Benchmark](https://artificialanalysis.ai/?intelligence=agentic-index).
+
+ **Frontier (best results, higher cost):**
+ - [Claude Opus 4.6](https://openrouter.ai/anthropic/claude-opus-4.6)
+ - [GPT 5.4](https://openrouter.ai/openai/gpt-5.4)
+ - [GLM-5](https://openrouter.ai/z-ai/glm-5) -- cheapest in this tier
+
+ **Open-source (close to frontier, lower cost):**
+ - [MiMo-V2-Pro](https://openrouter.ai/xiaomi/mimo-v2-pro)
+ - [MiniMax M2.7](https://openrouter.ai/minimax/minimax-m2.7) -- cheapest in this tier
+ - [Kimi K2.5](https://openrouter.ai/moonshotai/kimi-k2.5)
+
+ **Budget (good for medium and simpler tasks):**
+ - [Google Gemini 3 Flash](https://openrouter.ai/google/gemini-3-flash-preview) -- recommended
+ - NVIDIA Nemotron 3 Super: [free tier](https://openrouter.ai/nvidia/nemotron-3-super-120b-a12b:free) / [paid tier](https://openrouter.ai/nvidia/nemotron-3-super-120b-a12b) / [NVIDIA Build](https://build.nvidia.com/nvidia/nemotron-3-super-120b-a12b) -- free tier may hit rate limits; your data is used for model training
+ - [DeepSeek V3.2](https://openrouter.ai/deepseek/deepseek-v3.2)
+
+ **Ultra-budget (for very simple tasks):**
+ - [Google Gemini 3.1 Flash Lite Preview](https://openrouter.ai/google/gemini-3.1-flash-lite-preview)
+
+
- **Settings:**