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Best AI model for Browser Automation (2026)

Models that drive headless browsers reliably. Ranked from 346 live models on the OpenRouter catalog, weighted for tool calling, vision input, reasoning quality.

#ModelScoreIn / 1MOut / 1MContext
1 MoonshotAI: Kimi K2.6moonshotai/kimi-k2.6 130 $0.80 $3.50 262,144 Try →
2 Google: Gemma 4 26B A4B (free)google/gemma-4-26b-a4b-it:free 130 Free Free 262,144 Try →
3 Google: Gemma 4 26B A4B google/gemma-4-26b-a4b-it 130 $0.07 $0.35 262,144 Try →
4 Google: Gemma 4 31B (free)google/gemma-4-31b-it:free 130 Free Free 262,144 Try →
5 Google: Gemma 4 31Bgoogle/gemma-4-31b-it 130 $0.13 $0.38 262,144 Try →
6 Qwen: Qwen3.6 Plusqwen/qwen3.6-plus 130 $0.33 $1.95 1,000,000 Try →
7 Z.ai: GLM 5V Turboz-ai/glm-5v-turbo 130 $1.20 $4.00 202,752 Try →
8 xAI: Grok 4.20x-ai/grok-4.20 130 $2.00 $6.00 2,000,000 Try →
9 Xiaomi: MiMo-V2-Omnixiaomi/mimo-v2-omni 130 $0.40 $2.00 262,144 Try →
10 OpenAI: GPT-5.4 Nanoopenai/gpt-5.4-nano 130 $0.20 $1.25 400,000 Try →
11 OpenAI: GPT-5.4 Miniopenai/gpt-5.4-mini 130 $0.75 $4.50 400,000 Try →
12 Mistral: Mistral Small 4mistralai/mistral-small-2603 130 $0.15 $0.60 262,144 Try →
13 ByteDance Seed: Seed-2.0-Litebytedance-seed/seed-2.0-lite 130 $0.25 $2.00 262,144 Try →
14 Qwen: Qwen3.5-9Bqwen/qwen3.5-9b 130 $0.10 $0.15 262,144 Try →
15 OpenAI: GPT-5.4openai/gpt-5.4 130 $2.50 $15.00 1,050,000 Try →

How we ranked these

For Browser Automation, we weight models on tool calling, vision input, reasoning quality. Higher means better. Scores combine OpenRouter's model metadata (context length, modality support, tool calling, structured output, reasoning capability) with public pricing. See full methodology →

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