AI models for data analysis

LLM data analysis: clean tables, propose queries, explain charts. Semrush ~720/mo for “best ai for data analysis”. Pair reasoning for logic with vision when the input is a chart.

8 modelsUpdated 2026-08-27

Models in this collection

ModelTypeContextPrice
GPT-5.5OpenAIChat272k tokens$5.4503/M in · $32.7018/M out
Claude Sonnet 5AnthropicChat1M tokens$3.2702/M in · $16.3509/M out
Gemini 2.5 ProGoogleChat2M tokens$1.3626/M in · $10.9006/M out
o3-mini (reasoning)OpenAIChat200k tokens$1.1991/M in · $4.7963/M out
DeepSeek V4 ProDeepSeekChat1M tokens$0.4742/M in · $0.9484/M out
Grok 4.20 (reasoning)xAIChat1M tokens$1.3626/M in · $2.7251/M out
GPT-5.4 miniOpenAIChat272k tokens$0.8175/M in · $4.9053/M out
Gemini 2.5 FlashGoogleChat1M tokens$0.327/M in · $2.7251/M out

Why these models

GPT/Claude for insight narrative; o3-mini/DeepSeek/Grok Reasoning for logic; Flash/mini for cheap iterative EDA.

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FAQ

Can it run code?
The model proposes; your sandbox (Python/SQL) executes. Do not assume native execution.
Large CSVs?
Summarize or sample first. Or embeddings + RAG over rows. Long context helps but is not magic.
Charts as images?
Yes with vision (Gemini/Claude). See Vision Models.

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