Key takeaways
‘AI web scraping’ means two different things: AI-native extractors that read an arbitrary page with an LLM, and structured data APIs that hand AI clean JSON for known sources. Pick by which problem you have.
AI-native extractors (Firecrawl, ScrapeGraphAI, Diffbot, Browse AI, Kadoa) shine on unknown, one-off pages — but in hands-on tests several still can't paginate natively and lack anti-blocking, and AI extraction runs roughly $0.004–$0.02 per page.
For repeatable pipelines that feed agents or RAG, a structured API like Crawlora returns documented JSON for supported platforms with no per-site parser, no token tax, and a hosted MCP server.
Nearly every tool has a free tier — so benchmark accuracy on YOUR pages and compare cost per successful result, not the vendor demo.
