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Best AI model for Unit Test Generation (2026)

Generating thorough test suites for existing functions. Ranked from 346 live models on the OpenRouter catalog, weighted for reasoning quality, structured output, context window.

#ModelScoreIn / 1MOut / 1MContext
1 Qwen: Qwen3.6 Plusqwen/qwen3.6-plus 124 $0.33 $1.95 1,000,000 Try →
2 xAI: Grok 4.20x-ai/grok-4.20 124 $2.00 $6.00 2,000,000 Try →
3 OpenAI: GPT-5.4 Nanoopenai/gpt-5.4-nano 124 $0.20 $1.25 400,000 Try →
4 OpenAI: GPT-5.4 Miniopenai/gpt-5.4-mini 124 $0.75 $4.50 400,000 Try →
5 OpenAI: GPT-5.4openai/gpt-5.4 124 $2.50 $15.00 1,050,000 Try →
6 Google: Gemini 3.1 Flash Lite Previewgoogle/gemini-3.1-flash-lite-preview 124 $0.25 $1.50 1,048,576 Try →
7 Qwen: Qwen3.5-Flashqwen/qwen3.5-flash-02-23 124 $0.07 $0.26 1,000,000 Try →
8 Google: Gemini 3.1 Pro Preview Custom Toolsgoogle/gemini-3.1-pro-preview-customtools 124 $2.00 $12.00 1,048,576 Try →
9 OpenAI: GPT-5.3-Codexopenai/gpt-5.3-codex 124 $1.75 $14.00 400,000 Try →
10 Google: Gemini 3.1 Pro Previewgoogle/gemini-3.1-pro-preview 124 $2.00 $12.00 1,048,576 Try →
11 Qwen: Qwen3.5 Plus 2026-02-15qwen/qwen3.5-plus-02-15 124 $0.26 $1.56 1,000,000 Try →
12 Google: Gemini 3 Flash Previewgoogle/gemini-3-flash-preview 124 $0.50 $3.00 1,048,576 Try →
13 OpenAI: GPT-5.2openai/gpt-5.2 124 $1.75 $14.00 400,000 Try →
14 xAI: Grok 4.1 Fastx-ai/grok-4.1-fast 124 $0.20 $0.50 2,000,000 Try →
15 OpenAI: GPT-5.1openai/gpt-5.1 124 $1.25 $10.00 400,000 Try →

How we ranked these

For Unit Test Generation, we weight models on reasoning quality, structured output, context window. 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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