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 yen per 1M tokens. As of August 2026.
Coding
- 1Claude Fable 5¥8,935
- 2Claude Opus 4.7¥4,200
- 3Claude Opus 4.6¥4,200
- 4Claude Opus 5¥4,467.5
- 5Kimi K3¥2,680.5
Japanese
- 1Claude Fable 5¥8,935
- 2Claude Opus 4.7¥4,200
- 3Claude Opus 4.6¥4,200
- 4GLM 5.2¥786.28
- 5Claude Sonnet 5¥1,787
Overall
- 1Claude Fable 5¥8,935
- 2Claude Opus 4.6¥4,200
- 3Claude Opus 5¥4,467.5
- 4Claude Opus 4.7¥4,200
- 5Kimi K3¥2,680.5
Math
- 1Claude Fable 5¥8,935
- 2Claude Opus 5¥4,467.5
- 3Gemini 3.5 Flash¥1,608.3
- 4Claude Opus 4.6¥4,200
- 5Grok 4.5¥1,072.2
Writing
- 1Claude Fable 5¥8,935
- 2Claude Opus 5¥4,467.5
- 3Claude Opus 4.7¥4,200
- 4Claude Opus 4.6¥4,200
- 5GPT-5.6 Sol¥5,361
Instruction following
- 1Claude Fable 5¥8,935
- 2Claude Opus 5¥4,467.5
- 3Claude Opus 4.6¥4,200
- 4Claude Opus 4.7¥4,200
- 5GPT-5.6 Sol¥5,361
Hard prompts
- 1Claude Fable 5¥8,935
- 2Claude Opus 4.6¥4,200
- 3Claude Opus 5¥4,467.5
- 4Claude Opus 4.7¥4,200
- 5Kimi K3¥2,680.5
Multi-turn chat
- 1Claude Opus 4.7¥4,200
- 2Claude Fable 5¥8,935
- 3Claude Opus 4.6¥4,200
- 4Kimi K3¥2,680.5
- 5Claude Opus 4.8¥4,467.5
Vision
- 1Claude Fable 5¥8,935
- 2Claude Opus 5¥4,467.5
- 3Claude Opus 4.7¥4,200
- 4Claude Opus 4.6¥4,200
- 5Gemini 3.5 Flash¥1,608.3
Price
- 1Voxtral Mini 3B¥8.4
- 2DeepSeek V4 Flash¥32.17
- 3MiMo-V2.5¥50.04
- 4GLM 4.7 Flash¥71.48
- 5gpt-oss-120b¥79
Long context
- 1GPT-5.6 Luna¥214.44
- 2GPT-5.6 Sol¥5,361
- 3GPT-5.6 Terra¥2,144.4
- 4MiMo-V2.5¥50.04
- 5MiMo-V2.5-Pro¥155.47
Price is per 1M output tokens