Rankings by use case
The best LLM APIs you can call today, by use case
Only models FastMetal serves, ranked per use case. Positions come from the public arena's ELO; prices are per 1M tokens. As of October 2026.
Coding
- 1Claude Fable 5$52.75
- 2Claude Opus 5.5$21.10
- 3Claude Opus 5$26.38
- 4Claude Opus 4.6$26.77
- 5GPT-6.1 Sol$10.55
Japanese
- 1Claude Fable 5.1$52.75
- 2Claude Fable 5$52.75
- 3Gemini 3.7 Flash$3.96
- 4Claude Opus 5$26.38
- 5Kimi K3$15.83
Overall
- 1Claude Opus 5.5$21.10
- 2Claude Opus 5$26.38
- 3Claude Fable 5$52.75
- 4Claude Fable 5.1$52.75
- 5Claude Opus 4.6$26.77
Math
- 1Claude Fable 5$52.75
- 2Claude Fable 5.1$52.75
- 3Gemini 3.8 Flash$3.96
- 4Claude Opus 5$26.38
- 5Claude Sonnet 5.5$10.55
Writing
- 1Claude Opus 5.5$21.10
- 2Claude Opus 5$26.38
- 3Claude Fable 5$52.75
- 4Gemini 3.7 Flash$3.96
- 5Gemini 3.8 Flash$3.96
Instruction following
- 1Claude Opus 5.5$21.10
- 2Claude Opus 5$26.38
- 3Claude Fable 5$52.75
- 4Claude Opus 4.6$26.77
- 5Claude Fable 5.1$52.75
Hard prompts
- 1Claude Opus 5.5$21.10
- 2Claude Opus 5$26.38
- 3Claude Fable 5$52.75
- 4Claude Opus 4.6$26.77
- 5Claude Fable 5.1$52.75
Multi-turn chat
- 1Claude Fable 5$52.75
- 2Claude Opus 4.6$26.77
- 3Muse Spark 1.2$4.68
- 4Gemini 3.8 Flash$3.96
- 5Kimi K3$15.83
Vision
- 1Claude Fable 5$52.75
- 2Qwen3.8 Max$6.33
- 3Gemini 3.7 Flash$3.96
- 4Claude Opus 4.6$26.77
- 5GPT-6.1 Sol$10.55
Price
- 1Llama 3.1 8B Instruct$0.0422
- 2Voxtral Mini 3B$0.0528
- 3gpt-oss-20b$0.1477
- 4Mercury 2.5$0.165
- 5Ling 3.0 Flash VL$0.1899
Long context
- 1GLM 5.3 Flash$0.5275
- 2GPT-5.6 Luna$1.27
- 3GPT-5.6 Sol$11.00
- 4GPT-5.6 Terra$12.66
- 5GPT-6 Astra$52.75
Price is per 1M output tokens