light estimateLast updated 2026-06-22

Web scraping API with LLM-ready output

For output you can hand straight to an LLM, Zyte is the highest-ranked option that returns clean structured data with AI-driven extraction, and Firecrawl is purpose-built for it with direct markdown and JSON plus schema extraction. ScrapingBee and Apify also offer AI extraction, while Bright Data and ScraperAPI return raw HTML. A light estimate from provider documentation, June 2026.

DefaultZyte APIllm_outputZyte API
Provider offerings compared on Price, Success and capabilities
OfferingPrice ($/1000 requests)SuccessCapabilities
Web UnlockerBright Data1.598.44%
Zyte APIZyte1*93.14%LLM-readybrowser
FirecrawlFirecrawl0.8363%LLM-readybrowser
ScrapingBeeScrapingBee0.099*LLM-ready
ScraperAPIScraperAPI0.149*68.95%
Apify (Web Scraping platform)Apify0.5*LLM-readybrowser
BrowserbaseBrowserbase0.05*browser

* token-/credit-priced — the headline understates real per-unit cost, so it is excluded from the cheapest ranking.