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Best AI model for data analysis

For data analysis, GPT-6 Astra scores highest on the current data (83.0), weighting coding 40%, math 30%, reasoning 30%. The cheapest model in the top 10 is GPT-6.1 Sol at $2 / $10 per million tokens.

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Weights: Coding 40%, Math 30%, Reasoning 30%. Data analysis mixes writing code, doing arithmetic correctly and interpreting results.

Best AI model for data analysis
#ModelProviderFitCodingMathReasoningInput $/MOutput $/M
1GPT-6 AstraOpenAI83.073.793.585.1$10$50
2Claude Opus 5.5Anthropic80.371.991.880.2$4$20
3Claude Fable 5.1Anthropic79.874.789.676.7$10$50
4GPT-6.1 SolOpenAI78.063.293.781.9$2$10
5Claude Fable 5Anthropic77.970.688.576.8$10$50
6Claude Opus 5Anthropic76.067.586.277.2$5$25
7GPT-5.6 SolOpenAI74.165.185.674.8$4$20
8GPT-6 SolOpenAI72.460.187.274.0$2$10
9GPT-5.5OpenAI69.658.281.772.8$5$30
10Claude Sonnet 5.5Anthropic69.567.387.954.0$2$10
11Claude Opus 4.8Anthropic66.959.978.464.7$5$25
12Gemini 3.8 FlashGoogle66.459.265.376.9$0.75$3.75
13GPT-5.6 TerraOpenAI65.857.781.660.7$2$12
14Kimi K3 (open weights)Moonshot AI65.661.074.263.0$3$15
15Gemini 3.7 FlashGoogle64.456.269.670.0$0.75$3.75
16Grok 4.6xAI61.958.567.061.4$2$6
17GPT-5.4OpenAI61.652.673.561.8$2.50$15
18Muse Spark 1.3Meta60.856.673.154.0$1.25$4.25
19Gemini 4 ArgonGoogle60.262.073.944.2——
20GPT-5.4 ProOpenAI60.243.272.470.7$30$180
21Claude Opus 4.7Anthropic60.059.666.753.8$5$25
22Qwen3.8 MaxAlibaba (Qwen)59.753.573.254.4$2$6
23GPT-6 LunaOpenAI59.555.576.148.2$0.10$0.50
24GPT-5.6 LunaOpenAI59.454.577.747.6$0.20$1.20
25Claude Opus 4.6Anthropic59.157.263.057.8$5$25

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Top two head to head: GPT-6 Astra vs Claude Opus 5.5

Frequently asked questions

What is the best ai model for data analysis?

For data analysis, GPT-6 Astra scores highest on the current data (83.0), weighting coding 40%, math 30%, reasoning 30%. The cheapest model in the top 10 is GPT-6.1 Sol at $2 / $10 per million tokens.

How is this shortlist built?

Data analysis mixes writing code, doing arithmetic correctly and interpreting results. 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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