Best model for your job
Best AI model for language learning
For language learning, Claude Fable 5.1 scores highest on the current data (65.2), weighting multilingual 60%, writing & preference 20%, knowledge 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 60%, Writing & Preference 20%, Knowledge 20%. Language tutoring needs strong non-English ability and clear explanations.
| # | Model | Provider | Fit | Multilingual | Writing & Preference | Knowledge | Input $/M | Output $/M |
|---|---|---|---|---|---|---|---|---|
| 1 | Claude Fable 5.1 | Anthropic | 65.2 | 59.1 | 79.2 | 69.6 | $10 | $50 |
| 2 | Claude Opus 5 | Anthropic | 64.4 | 58.8 | 79.2 | 66.8 | $5 | $25 |
| 3 | Claude Opus 5.5 | Anthropic | 64.4 | 59.1 | 78.2 | 66.4 | $4 | $20 |
| 4 | Gemini 3.8 Flash | 64.2 | 58.0 | 72.2 | 74.8 | $0.75 | $3.75 | |
| 5 | Gemini 3.7 Flash | 62.7 | 57.6 | 71.2 | 69.7 | $0.75 | $3.75 | |
| 6 | GPT-6 Astra | OpenAI | 62.4 | 53.7 | 75.3 | 75.3 | $10 | $50 |
| 7 | Claude Fable 5 | Anthropic | 62.0 | 57.3 | 75.9 | 62.2 | $10 | $50 |
| 8 | Claude Opus 4.7 | Anthropic | 61.9 | 57.3 | 75.1 | 62.6 | $5 | $25 |
| 9 | Claude Opus 4.6 | Anthropic | 61.8 | 57.9 | 73.5 | 61.9 | $5 | $25 |
| 10 | Gemini 3.1 Pro Preview | 61.8 | 57.0 | 66.1 | 71.8 | $2 | $12 | |
| 11 | Kimi K3 (open weights) | Moonshot AI | 61.7 | 56.3 | 76.6 | 63.2 | $3 | $15 |
| 12 | GPT-5.5 | OpenAI | 61.2 | 56.4 | 72.7 | 64.4 | $5 | $30 |
| 13 | GPT-5.4 | OpenAI | 61.2 | 56.2 | 71.9 | 65.3 | $2.50 | $15 |
| 14 | Gemini 3.6 Flash | 61.1 | 56.5 | 68.2 | 67.8 | $0.75 | $3.75 | |
| 15 | GPT-5.6 Sol | OpenAI | 60.7 | 55.3 | 73.3 | 64.3 | $4 | $20 |
| 16 | Gemini 3.5 Flash | 60.5 | 57.0 | 65.5 | 66.3 | $1.50 | $9 | |
| 17 | Gemini 3 Pro | 60.3 | 56.9 | 66.4 | 64.4 | — | — | |
| 18 | GLM-5.3 (open weights) | Z.ai (Zhipu) | 60.2 | 55.7 | 75.7 | 58.3 | $1.40 | $4.40 |
| 19 | Muse Spark | Meta | 60.0 | 56.1 | 66.0 | 65.7 | — | — |
| 20 | Qwen3.8 Max | Alibaba (Qwen) | 59.8 | 56.7 | 67.1 | 61.7 | $2 | $6 |
| 21 | Claude Opus 4.8 | Anthropic | 59.7 | 55.2 | 72.0 | 61.3 | $5 | $25 |
| 22 | GPT-6.1 Sol | OpenAI | 59.7 | 54.3 | 63.6 | 71.8 | $2 | $10 |
| 23 | Claude Sonnet 5.5 | Anthropic | 59.6 | 55.3 | 66.0 | 66.0 | $2 | $10 |
| 24 | Muse Spark 1.2 | Meta | 59.5 | 57.1 | 72.3 | 54.1 | $1.25 | $4.25 |
| 25 | Qwen3.7 Max | Alibaba (Qwen) | 59.5 | 56.9 | 65.0 | 61.6 | $2.50 | $7.50 |
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Top two head to head: Claude Fable 5.1 vs Claude Opus 5
Frequently asked questions
What is the best ai model for language learning?
For language learning, Claude Fable 5.1 scores highest on the current data (65.2), weighting multilingual 60%, writing & preference 20%, knowledge 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?
Language tutoring needs strong non-English ability and clear explanations. 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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