Best AI for Data Analysis 2026

Statistics, visualization, reports

Based on 14,054 user reviews
Updated on 2026-03-06
14 models ranked

🤖 Model Rankings

1
GPT-5.4 Thinking
OpenAI
Samples
312
93

GPT-5.4's reasoning variant with adjustable thinking depth. Replaces GPT-5.2 Thinking (deprecated June 2026). Supports four effort levels from 'low' to 'xhigh' for balancing speed vs reasoning depth. Available for Plus, Team, and Pro subscribers.

+ Adjustable reasoning effort levels+ Strong on complex problem-solvingHigher latency at xhigh effort
2
Claude Opus 4.6
Anthropic
Samples
1,823
90

Anthropic's flagship model with 1M token context (beta), adaptive thinking, and the highest agentic coding scores. Introduced Agent Teams for parallel autonomous coding. Nearly doubled ARC-AGI-2 score over Opus 4.5 (68.8% vs 37.6%).

+ Highest SWE-bench score (80.8%)+ 128K max output (doubled from 4.5)2x price of GPT-5.4
3
GPT-5.4
OpenAI
Samples
892
90

OpenAI's most capable and efficient frontier model for professional work. Combines industry-leading coding with native computer use, 1M+ context window, and improved reasoning. First GPT model to beat human performance on desktop navigation tasks.

+ 1M+ context window (largest in GPT lineup)+ Native computer use capability2x pricing above 272K tokens
4
Claude Opus 4.5
Anthropic
Samples
1,456
89

Anthropic's flagship model, widely recognized as the top coding model. Excels at complex refactoring, large codebase comprehension, and agentic coding. Claude Code makes it the go-to choice for professional developers.

+ Top-tier coding ability+ Highest code qualityHighest pricing ($15/1M input)
5
GPT-5
OpenAI
Samples
1,847
88

OpenAI's unified flagship model with built-in routing system that auto-selects optimal sub-models. HN users praise its comprehensive multimodal capabilities and competitive pricing ($1.25 vs Claude $15). However, benchmark chart errors at launch sparked controversy.

+ Highly competitive pricing+ Most comprehensive multimodalCoding inferior to Claude Opus
6
Gemini 3.1 Pro
Google
Samples
967
87

Google's most advanced Pro-tier model with 1M context, dynamic thinking, and the highest ARC-AGI-2 score (77.1%) among all models. Excels at multimodal reasoning across text, images, audio, and video. Best price-to-performance ratio among frontier models.

+ Cheapest frontier model ($2/$12)+ Highest ARC-AGI-2 score (77.1%)Weaker at agentic tasks
7
Gemini 3 Pro
Google
Samples
1,532
86

Google's comprehensive flagship with industry-leading 2M context window. HN users praise its strong multimodal processing and Google ecosystem integration. Some users believe it has surpassed OpenAI. Works well with Antigravity IDE.

+ 2M ultra-long context+ Strong multimodalCoding inferior to Claude
8
Claude Sonnet 4.5
Anthropic
Samples
1,567
84

Anthropic's best value flagship, coding ability close to Opus at 1/5 the price. HN users praise its performance on daily coding tasks, popular choice for Cursor and similar tools.

+ Excellent value+ Strong coding abilityLess capable than Opus for complex tasks
9
Qwen 3.5
Alibaba (Qwen)
Samples
1,245
83

Alibaba's flagship open-source MoE model with 397B total parameters (17B active per pass). Apache 2.0 licensed for commercial use. Supports 201 languages with native vision capabilities. Best open-weight model for local deployment.

+ Open source (Apache 2.0)+ Self-hostable with vLLMWeaker on hard coding tasks vs Opus/GPT
10
DeepSeek V3
DeepSeek
Samples
1,089
80

Chinese AI rising star, priced at 1/100 of Claude. HN users praise its coding ability approaching top closed-source models with unbeatable value. Ideal for cost-sensitive scenarios and large-scale API calls.

+ Extremely low price+ Open source & self-hostableNo multimodal
11
KIMI K2
Moonshot AI
Samples
412
78

Moonshot AI's open-source flagship with top HLE and Live Codebench scores. HN users praise its agentic coding ability approaching Claude Haiku 4.5, making it the coding king among open-source models.

+ Open source & free+ Strong coding abilitySmaller ecosystem
12
GPT-5.3-Codex
OpenAI
Samples
389
75

OpenAI's coding-optimized model, surpassing Claude on SWE-bench. HN users praise its coding value and much more generous quotas than Claude. Ideal for intensive coding work.

+ Coding-optimized+ Great valueText-only
13
Grok 4
xAI
Samples
523
74

xAI's flagship model with deep X (Twitter) integration. Strong real-time web search capabilities with a humorous and direct style. Ideal for scenarios requiring latest information and social media analysis.

+ Real-time web search+ X ecosystem integrationAverage coding ability
14
Gemini 3.1 Flash Lite
Google
Samples
0
68

Google's fastest and most cost-efficient Gemini 3 series model. 2.5X faster Time to First Token and 45% faster output than 2.5 Flash. Designed for high-volume workloads including translation, content moderation, UI generation, and simulations. Supports adjustable thinking levels.

+ Cheapest Gemini 3 model ($0.25/$1.50)+ 2.5X faster TTFT than 2.5 FlashNew model, limited community feedback

Want to compare two models?

Select any two models for a head-to-head comparison

Go to Compare