Small AI models via API for web scraping, search, and OCR
Each tool is evaluated against our methodology using public docs, vendor demos, and hands-on testing.
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What is JigsawStack?
JigsawStack is a developer API platform built around small, purpose-built AI models for deterministic tasks, an alternative to prompting a general-purpose LLM for jobs like extraction or search. For web data, its AI Web Scraper endpoint takes a URL plus natural-language prompts describing the elements to pull and returns structured JSON. The platform also includes an AI web search endpoint and a vOCR endpoint that extracts text and objects from images and documents. Official client SDKs are published on PyPI and npm.
Our verdict
JigsawStack suits builders who want scraping, search, and OCR behind one small-model API instead of wiring up several vendors or prompting a general LLM for each task. Web scraping is one endpoint in a broader multi-model suite rather than the sole focus, so teams needing deep multi-page crawling or heavy anti-bot bypass are likely better served by a dedicated scraping tool.
Categories:
AI extraction tools sit between a raw page and your database: you describe the fields you want, and a model returns structured JSON or LLM-ready markdown without hand-written selectors. They hold up well when page layouts change often, at the cost of per-request model spend and the occasional wrong field.
Open-source API that scrapes and crawls sites into LLM-ready data
Freemium·Jul 2026·AI Extraction
Natural-language query language for structured web data extraction
Freemium·Jul 2026·AI Extraction
Real-time web search, extract, and crawl API for AI agents
Freemium·Jul 2026·AI Extraction
How JigsawStack compares
FirecrawlFirecrawl also turns a URL into structured data or markdown through a single API call, but it focuses narrowly on scraping and crawling rather than JigsawStack's broader multi-model suite.
AgentQLAgentQL uses the same approach as JigsawStack's Web Scraper endpoint: describing target page elements in natural language rather than CSS or XPath selectors.
TavilyTavily is an AI-oriented web search API comparable to JigsawStack's own search endpoint, useful for teams whose primary need is search rather than scraping or OCR.
