AI for Analytics

258 models ranked for analytics and BI. Scored with bonuses for reasoning (data interpretation), JSON mode (structured output), vision (chart analysis), large context, function calling, and streaming.

How we rank: composite score (benchmark scores 90%, capabilities 5%, context window 5%) adjusted with use-case-specific capability bonuses.

#1 for Analytics

Claude Fable 5.2

Anthropic

Best Budget

GPT-5.6 Luna Pro (batch)

258

Total Ranked

258

Reasoning

208

Vision

243

JSON Mode

Analytics AI - Ranked by Analytics Score

#	Model	Provider	Score	$/1M Out	Context
1	Claude Fable 5.2Anthropic	Anthropic	96	$40.00	1M
2	Claude Fable 5.2 (batch)Anthropic	Anthropic	96	$20.00	1M
3	Claude Fable 5.1Anthropic	Anthropic	96	$50.00	1M
4	Claude Fable 5.1 (batch)Anthropic	Anthropic	96	$25.00	1M
5	Claude Fable 5Anthropic	Anthropic	96	$50.00	1M
6	Claude Fable 5 (batch)Anthropic	Anthropic	96	$25.00	1M
7	Claude Opus 5.5Anthropic	Anthropic	95	$20.00	1M
8	Claude Opus 5Anthropic	Anthropic	95	$25.00	1M
9	Claude Opus 4.8Anthropic	Anthropic	95	$25.00	1M
10	Claude Opus 4.7Anthropic	Anthropic	95	$25.00	1M
11	GPT-5.5 ProOpenAI	OpenAI	93	$180.00	1.1M
12	GPT-5.5 Pro (batch)OpenAI	OpenAI	93	$90.00	1.1M
13	GPT-5.5OpenAI	OpenAI	93	$30.00	1.1M
14	GPT-5.4 ProOpenAI	OpenAI	92	$180.00	1.1M
15	GPT-5.4 Pro (batch)OpenAI	OpenAI	92	$90.00	1.1M
16	GPT-5.4OpenAI	OpenAI	92	$15.00	1.1M
17	Gemini 3.1 Pro Preview Custom ToolsGoogle	Google	92	$12.00	1.0M
18	Gemini 3.1 Pro PreviewGoogle	Google	92	$12.00	1.0M
19	Gemini 3.1 Pro Preview (batch)Google	Google	92	$6.00	1.0M
20	GPT-5.3-CodexOpenAI	OpenAI	91	$14.00	400K
21	GPT-5.2-CodexOpenAI	OpenAI	91	$14.00	400K
22	GPT-5.2 ProOpenAI	OpenAI	91	$168.00	400K
23	GPT-5.2 Pro (batch)OpenAI	OpenAI	91	$84.00	400K
24	GPT-5.2OpenAI	OpenAI	91	$14.00	400K
25	Claude Opus 4.6Anthropic	Anthropic	90	$25.00	1M
26	GPT-5.6 Luna ProOpenAI	OpenAI	89	$1.20	1.1M
27	GPT-5.6 Luna Pro (batch)OpenAI	OpenAI	89	$0.60	1.1M
28	GPT-5.6 LunaOpenAI	OpenAI	89	$1.20	1.1M
29	GPT-5.6 Luna (batch)OpenAI	OpenAI	89	$0.60	1.1M
30	GPT-5.6 Terra ProOpenAI	OpenAI	89	$12.00	1.1M

AI for Analytics & BI

SQL & Query Analysis

Generate complex SQL queries, optimize slow queries, and translate natural language questions into database queries. Reasoning models explain query plans and suggest indexes.

Dashboard Insights

Vision models analyze charts and dashboards to extract trends, anomalies, and actionable insights. Upload a screenshot and get a detailed analysis.

Predictive Analytics

Build forecasting models, analyze trends, and generate statistical summaries. JSON mode produces structured predictions compatible with BI tools.

Automated Reporting

Generate executive summaries, KPI reports, and data narratives. Function calling integrates with data sources to pull live metrics into reports.

Data Analysis Data Visualization Data Engineering Reasoning Finance LLM Leaderboard Data Analysis Data Extraction Science Sports

Frequently Asked Questions

AI models complement rather than replace BI tools. They excel at natural language querying ("show me Q4 revenue by region"), generating SQL from plain English, and explaining trends in narrative form. Use them alongside BI platforms for the best of both worlds.

Reasoning is critical for multi-step analysis and statistical inference. JSON mode enables structured output that feeds directly into dashboards. Function calling allows querying databases and APIs programmatically. Large context windows handle big datasets in a single prompt.

AI models handle descriptive statistics, trend identification, and pattern recognition well. For complex statistical tests (regression, hypothesis testing), verify results against dedicated tools like R or Python scipy. Models with reasoning show higher accuracy on multi-step calculations.

Models with code generation capabilities can produce Python matplotlib, D3.js, or Vega-Lite chart code. Some vision-capable models can also analyze existing charts and suggest improvements. For automated dashboards, combine function calling with charting libraries.