AI数据提取工具

The best AI models for data extraction, ranked by extraction score. JSON mode is critical for structured output, vision enables document and image reading和function calling powers pipeline integration。

排名方式: 基于基准测试分数(90%)来自MMLU、GPQA、HumanEval、SWE-bench等15+标准化评估，能力和上下文窗口作为辅助排序(10%)。

#1 Overall

Claude Fable 5.1

Anthropic

119

Best with Vision

Claude Fable 5.1

Anthropic

119

Best Budget

GPT-5.6 Luna Pro

OpenAI

112

191

JSON Mode

201

With Vision

199

Function Calling

200

128K+ Context

Top {top25.length} Data Extraction Models

#	Model	Provider	Score	$/1M Out	Context
1	Claude Fable 5.1Anthropic	Anthropic	119	$50.00	1M
2	Claude Fable 5.1 (batch)Anthropic	Anthropic	119	$25.00	1M
3	Claude Fable 5Anthropic	Anthropic	119	$50.00	1M
4	Claude Fable 5 (batch)Anthropic	Anthropic	119	$25.00	1M
5	Claude Opus 5Anthropic	Anthropic	118	$25.00	1M
6	Claude Opus 4.8Anthropic	Anthropic	118	$25.00	1M
7	Claude Opus 4.7Anthropic	Anthropic	118	$25.00	1M
8	Claude Opus 4.7 (batch)Anthropic	Anthropic	118	$12.50	1M
9	Claude Opus 4.8 (batch)Anthropic	Anthropic	118	$12.50	1M
10	GPT-5.5 ProOpenAI	OpenAI	116	$180.00	1.1M
11	GPT-5.5 Pro (batch)OpenAI	OpenAI	116	$90.00	1.1M
12	GPT-5.5OpenAI	OpenAI	116	$30.00	1.1M
13	GPT-5.5 (batch)OpenAI	OpenAI	116	$15.00	1.1M
14	Gemini 3.1 Pro Preview Custom ToolsGoogle	Google	115	$12.00	1.0M
15	Gemini 3.1 Pro PreviewGoogle	Google	115	$12.00	1.0M
16	Gemini 3.1 Pro Preview (batch)Google	Google	115	$6.00	1.0M
17	GPT-5.4 ProOpenAI	OpenAI	115	$180.00	1.1M
18	GPT-5.4 Pro (batch)OpenAI	OpenAI	115	$90.00	1.1M
19	GPT-5.4OpenAI	OpenAI	115	$15.00	1.1M
20	GPT-5.4 (batch)OpenAI	OpenAI	115	$7.50	1.1M
21	GPT-5.3-CodexOpenAI	OpenAI	114	$14.00	400K
22	GPT-5.2-CodexOpenAI	OpenAI	114	$14.00	400K
23	GPT-5.2 ChatOpenAI	OpenAI	114	$14.00	128K
24	GPT-5.2 ProOpenAI	OpenAI	114	$168.00	400K
25	GPT-5.2 Pro (batch)OpenAI	OpenAI	114	$84.00	400K

Data Extraction Use Cases

Document Processing

Extract structured data from PDFs, contracts, and reports. Models with vision can read scanned documents and handwritten text, while JSON mode ensures output is machine-parseable for downstream systems. Ideal for automating document intake pipelines.

Invoice & Receipt Extraction

Automatically parse invoices, receipts, and financial documents into structured fields -- vendor name, line items, totals, tax amounts, and dates. Vision-capable models handle photographed or scanned receipts with high accuracy.

Web Scraping & Content Extraction

Feed raw HTML or page text into an LLM to extract product details, pricing, reviews, or article metadata. JSON mode guarantees consistent output schemas, and function calling enables multi-page crawl orchestration from a single prompt.

API & Pipeline Integration

Function calling lets extraction models plug directly into your data pipeline -- calling APIs, writing to databases, or triggering downstream transformations. Combined with JSON mode, this enables fully automated ETL workflows powered by AI.