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NexusRoute

Guide

Best AI Model for Data Analysis

CSV analysis, SQL generation, chart creation, statistical reasoning, and data visualization. Find the best model for your data workflows.

Top Recommended Models

1

GPT-5.4

OpenAI · frontier

96/100
Coding9.5/10
Reasoning9.5/10
Structured Output9.5/10
Factuality9.5/10
Tool Use10/10
$2.5/1M in$15/1M out1000K context
Best-in-class tool use and function calling reliability across all providersNative computer use agent that can operate GUIs and browsers end-to-endExpensive at scale — 6x the cost of GPT-5.4-mini for marginal quality gains on simpler tasks
2

Claude Opus 4.6

Anthropic · frontier

96/100
Coding10/10
Reasoning9.5/10
Structured Output9.5/10
Factuality9.5/10
Tool Use9.5/10
$5/1M in$25/1M out1000K context
Highest SWE-bench Verified score of any model — unmatched at real-world codingIndustry-leading instruction following and format adherenceThe most expensive frontier model at $5/$25 per million tokens
3

Claude Sonnet 4.6

Anthropic · frontier

92/100
Coding9.5/10
Reasoning9/10
Structured Output9.5/10
Factuality9/10
Tool Use9/10
$3/1M in$15/1M out1000K context
Coding quality is within ~3-5% of Opus 4.6 on SWE-bench at 40% of the costFaster inference than Opus while maintaining strong qualityGap vs Opus is visible on the hardest SWE-bench problems and complex refactors
4

Gemini 3.1 Pro

Google · frontier

92/100
Coding9/10
Reasoning9.5/10
Structured Output9/10
Factuality9/10
Tool Use9.5/10
$2/1M in$12/1M out1049K context
Native agentic planning — can decompose complex tasks into steps automaticallySelf-verification loop catches and corrects its own errorsPreview model — API may change, behavior may shift between versions
5

Gemini 2.5 Pro

Google · frontier

87/100
Coding8.5/10
Reasoning9/10
Structured Output8.5/10
Factuality9/10
Tool Use8.5/10
$1.25/1M in$10/1M out1049K context
Data analysis with native code execution for verificationThinking mode increases latency significantly (5-20s for complex queries)

Pricing Comparison

ModelInput $/1MOutput $/1MContextScore
GPT-5.4$2.5$151000K96
Claude Opus 4.6$5$251000K96
Claude Sonnet 4.6$3$151000K92
Gemini 3.1 Pro$2$121049K92
Gemini 2.5 Pro$1.25$101049K87

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