Video · best for

Top picks for Video Auto-Tagging (2026)

Bulk video metadata generation. Ranked from 352 live models on the OpenRouter catalog, weighted for video input, low latency.

What this is A capability-matched shortlist, not a benchmark-tested winner. Models are scored by the fit of their declared specs (structured output, reasoning, context, modality, price) against Video Auto-Tagging. Pair with benchmark sources like Artificial Analysis or LMSys Arena before you ship. Full methodology →
#ModelScoreIn / 1MOut / 1MContext
1 Xiaomi: MiMo-V2.5xiaomi/mimo-v2.5 123 $0.40 $2.00 1,048,576 Details →
2 Google: Gemma 4 26B A4B (free)google/gemma-4-26b-a4b-it:free 123 Free Free 262,144 Details →
3 Google: Gemma 4 26B A4B google/gemma-4-26b-a4b-it 123 $0.06 $0.33 262,144 Details →
4 Google: Gemma 4 31B (free)google/gemma-4-31b-it:free 123 Free Free 262,144 Details →
5 Google: Gemma 4 31Bgoogle/gemma-4-31b-it 123 $0.13 $0.38 262,144 Details →
6 Qwen: Qwen3.6 Plusqwen/qwen3.6-plus 123 $0.33 $1.95 1,000,000 Details →
7 Xiaomi: MiMo-V2-Omnixiaomi/mimo-v2-omni 123 $0.40 $2.00 262,144 Details →
8 ByteDance Seed: Seed-2.0-Litebytedance-seed/seed-2.0-lite 123 $0.25 $2.00 262,144 Details →
9 Qwen: Qwen3.5-9Bqwen/qwen3.5-9b 123 $0.10 $0.15 262,144 Details →
10 Google: Gemini 3.1 Flash Lite Previewgoogle/gemini-3.1-flash-lite-preview 123 $0.25 $1.50 1,048,576 Details →
11 ByteDance Seed: Seed-2.0-Minibytedance-seed/seed-2.0-mini 123 $0.10 $0.40 262,144 Details →
12 Qwen: Qwen3.5-35B-A3Bqwen/qwen3.5-35b-a3b 123 $0.16 $1.30 262,144 Details →
13 Qwen: Qwen3.5-27Bqwen/qwen3.5-27b 123 $0.20 $1.56 262,144 Details →
14 Qwen: Qwen3.5-122B-A10Bqwen/qwen3.5-122b-a10b 123 $0.26 $2.08 262,144 Details →
15 Qwen: Qwen3.5-Flashqwen/qwen3.5-flash-02-23 123 $0.07 $0.26 1,000,000 Details →

How we ranked these

For Video Auto-Tagging, we weight models on video input, low latency. Higher means better. Scores combine each model's public metadata (context length, modality support, tool calling, structured output, reasoning capability) with live pricing. See full methodology →

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