Best AI model for each task
Ranked by quality-per-dollar across 12 models and 8 providers. The best model is rarely the most expensive — pick the right one per task.
| Task | Best value | Highest quality | Cheapest | Savings |
|---|---|---|---|---|
| Classify / route | Jev (TypeSafe) | Claude Fable 5.1 | Jev (TypeSafe) | −100% |
| Extract structured data | Grok 4.1 Fast | Claude Fable 5.1 | GLM 5.3 Flash | −99% |
| Summarize | Gemini 3.8 Flash | Claude Fable 5.1 | GLM 5.3 Flash | −93% |
| Support / chat | Grok 4.6 | Claude Fable 5.1 | GLM 5.3 Flash | −85% |
| Writing / marketing | GPT-5 | Claude Fable 5.1 | GLM 5.3 Flash | −83% |
| Code / review | DeepSeek V4 Pro | Claude Fable 5.1 | GLM 5.3 Flash | −95% |
| Hard reasoning / analysis | DeepSeek V4 Pro | Claude Fable 5.1 | GLM 5.3 Flash | −95% |
| Research / long context | Gemini 3.8 Flash | Gemini 3.1 Pro | GLM 5.3 Flash | −67% |
Savings vs the premium default per task, on a representative call. Seed scores today — refined from real production results as the data grows.
Best model for classify / route →Best model for extract structured data →Best model for summarize →Best model for support / chat →Best model for writing / marketing →Best model for code / review →Best model for hard reasoning / analysis →Best model for research / long context →
Route every task automatically
Tokenokio applies this per-task, on your own key, and shows what each run really costs.
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