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Best AI model for Essay Grading (2026)

Consistent feedback on student writing. Ranked from 343 live models on the OpenRouter catalog, weighted for reasoning quality, context window, structured output.

#ModelScoreIn / 1MOut / 1MContext
1 Qwen: Qwen3.6 Plusqwen/qwen3.6-plus 132 $0.33 $1.95 1,000,000 Try →
2 xAI: Grok 4.20x-ai/grok-4.20 132 $2.00 $6.00 2,000,000 Try →
3 OpenAI: GPT-5.4 Nanoopenai/gpt-5.4-nano 132 $0.20 $1.25 400,000 Try →
4 OpenAI: GPT-5.4 Miniopenai/gpt-5.4-mini 132 $0.75 $4.50 400,000 Try →
5 OpenAI: GPT-5.4openai/gpt-5.4 132 $2.50 $15.00 1,050,000 Try →
6 Google: Gemini 3.1 Flash Lite Previewgoogle/gemini-3.1-flash-lite-preview 132 $0.25 $1.50 1,048,576 Try →
7 Qwen: Qwen3.5-Flashqwen/qwen3.5-flash-02-23 132 $0.07 $0.26 1,000,000 Try →
8 Google: Gemini 3.1 Pro Preview Custom Toolsgoogle/gemini-3.1-pro-preview-customtools 132 $2.00 $12.00 1,048,576 Try →
9 OpenAI: GPT-5.3-Codexopenai/gpt-5.3-codex 132 $1.75 $14.00 400,000 Try →
10 Google: Gemini 3.1 Pro Previewgoogle/gemini-3.1-pro-preview 132 $2.00 $12.00 1,048,576 Try →
11 Qwen: Qwen3.5 Plus 2026-02-15qwen/qwen3.5-plus-02-15 132 $0.26 $1.56 1,000,000 Try →
12 Google: Gemini 3 Flash Previewgoogle/gemini-3-flash-preview 132 $0.50 $3.00 1,048,576 Try →
13 OpenAI: GPT-5.2openai/gpt-5.2 132 $1.75 $14.00 400,000 Try →
14 xAI: Grok 4.1 Fastx-ai/grok-4.1-fast 132 $0.20 $0.50 2,000,000 Try →
15 OpenAI: GPT-5.1openai/gpt-5.1 132 $1.25 $10.00 400,000 Try →

How we ranked these

For Essay Grading, we weight models on reasoning quality, context window, structured output. 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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