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Best AI model for translation
For translation, Claude Fable 5.1 scores highest on the current data (63.1), weighting multilingual 80%, writing & preference 20%. The cheapest model in the top 10 is Gemini 3.8 Flash at $0.75 / $3.75 per million tokens.
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Weights: Multilingual 80%, Writing & Preference 20%. Translation depends on quality outside English.
| # | Model | Provider | Fit | Multilingual | Writing & Preference | Input $/M | Output $/M |
|---|---|---|---|---|---|---|---|
| 1 | Claude Fable 5.1 | Anthropic | 63.1 | 59.1 | 79.2 | $10 | $50 |
| 2 | Claude Opus 5.5 | Anthropic | 63.0 | 59.1 | 78.2 | $4 | $20 |
| 3 | Claude Opus 5 | Anthropic | 62.8 | 58.8 | 79.2 | $5 | $25 |
| 4 | Gemini 4 Argon | 62.5 | 60.3 | 71.4 | — | — | |
| 5 | Claude Fable 5 | Anthropic | 61.0 | 57.3 | 75.9 | $10 | $50 |
| 6 | Claude Opus 4.6 | Anthropic | 61.0 | 57.9 | 73.5 | $5 | $25 |
| 7 | Gemini 3.8 Flash | 60.9 | 58.0 | 72.2 | $0.75 | $3.75 | |
| 8 | Claude Opus 4.7 | Anthropic | 60.9 | 57.3 | 75.1 | $5 | $25 |
| 9 | Muse Spark 1.3 | Meta | 60.6 | 57.4 | 73.6 | $1.25 | $4.25 |
| 10 | Kimi K3 (open weights) | Moonshot AI | 60.3 | 56.3 | 76.6 | $3 | $15 |
| 11 | Gemini 3.7 Flash | 60.3 | 57.6 | 71.2 | $0.75 | $3.75 | |
| 12 | Muse Spark 1.2 | Meta | 60.1 | 57.1 | 72.3 | $1.25 | $4.25 |
| 13 | Muse Spark 1.1 | Meta | 60.1 | 56.7 | 73.4 | $1.25 | $4.25 |
| 14 | GLM-5.3 (open weights) | Z.ai (Zhipu) | 59.7 | 55.7 | 75.7 | $1.40 | $4.40 |
| 15 | GPT-5.5 | OpenAI | 59.6 | 56.4 | 72.7 | $5 | $30 |
| 16 | GPT-5.4 | OpenAI | 59.4 | 56.2 | 71.9 | $2.50 | $15 |
| 17 | GPT-5.6 Sol | OpenAI | 58.9 | 55.3 | 73.3 | $4 | $20 |
| 18 | MiMo-V2.6-Pro (open weights) | Xiaomi | 58.9 | 56.9 | 66.8 | $0.43 | $0.87 |
| 19 | Gemini 3.1 Pro Preview | 58.9 | 57.0 | 66.1 | $2 | $12 | |
| 20 | Gemini 3.6 Flash | 58.9 | 56.5 | 68.2 | $0.75 | $3.75 | |
| 21 | Gemini 3 Pro | 58.8 | 56.9 | 66.4 | — | — | |
| 22 | Qwen3.8 Max | Alibaba (Qwen) | 58.8 | 56.7 | 67.1 | $2 | $6 |
| 23 | GLM-5.2 (open weights) | Z.ai (Zhipu) | 58.7 | 55.8 | 70.4 | $1.40 | $4.40 |
| 24 | Gemini 3.5 Flash | 58.7 | 57.0 | 65.5 | $1.50 | $9 | |
| 25 | Claude Opus 4.8 | Anthropic | 58.5 | 55.2 | 72.0 | $5 | $25 |
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Top two head to head: Claude Fable 5.1 vs Claude Opus 5.5
Frequently asked questions
What is the best ai model for translation?
For translation, Claude Fable 5.1 scores highest on the current data (63.1), weighting multilingual 80%, writing & preference 20%. The cheapest model in the top 10 is Gemini 3.8 Flash at $0.75 / $3.75 per million tokens.
How is this shortlist built?
Translation depends on quality outside English. Each model's category scores are blended with those weights; only ranked models with results in every needed category are listed.
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