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Best AI model for Short-Form Summarization (2026)

TL;DRs of articles and emails at scale. Ranked from 346 live models on the OpenRouter catalog, weighted for low latency, low cost, reasoning quality.

#ModelScoreIn / 1MOut / 1MContext
1 Auto Routeropenrouter/auto 400124 $-1000000.00 $-1000000.00 2,000,000 Try →
2 Pareto Code Routeropenrouter/pareto-code 400120 $-1000000.00 $-1000000.00 200,000 Try →
3 Body Builder (beta)openrouter/bodybuilder 400120 $-1000000.00 $-1000000.00 128,000 Try →
4 Google: Gemma 4 26B A4B (free)google/gemma-4-26b-a4b-it:free 124 Free Free 262,144 Try →
5 Google: Gemma 4 31B (free)google/gemma-4-31b-it:free 124 Free Free 262,144 Try →
6 Qwen: Qwen3.5-9Bqwen/qwen3.5-9b 124 $0.10 $0.15 262,144 Try →
7 Google: Gemma 4 26B A4B google/gemma-4-26b-a4b-it 123 $0.07 $0.35 262,144 Try →
8 Google: Gemma 4 31Bgoogle/gemma-4-31b-it 123 $0.13 $0.38 262,144 Try →
9 ByteDance Seed: Seed-2.0-Minibytedance-seed/seed-2.0-mini 123 $0.10 $0.40 262,144 Try →
10 Qwen: Qwen3.5-Flashqwen/qwen3.5-flash-02-23 123 $0.07 $0.26 1,000,000 Try →
11 ByteDance Seed: Seed 1.6 Flashbytedance-seed/seed-1.6-flash 123 $0.07 $0.30 262,144 Try →
12 xAI: Grok 4.1 Fastx-ai/grok-4.1-fast 123 $0.20 $0.50 2,000,000 Try →
13 Google: Gemini 2.5 Flash Lite Preview 09-2025google/gemini-2.5-flash-lite-preview-09-2025 123 $0.10 $0.40 1,048,576 Try →
14 xAI: Grok 4 Fastx-ai/grok-4-fast 123 $0.20 $0.50 2,000,000 Try →
15 OpenAI: GPT-5 Nanoopenai/gpt-5-nano 123 $0.05 $0.40 400,000 Try →

How we ranked these

For Short-Form Summarization, we weight models on low latency, low cost, 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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