Firecrawl handles scraping, crawling, search, extraction, browser actions, and change tracking for AI pipelines, but site rights, coverage, freshness, reliability, retention, and credit economics need verification.
Direct verdict
Firecrawl earns a shortlist for developers needing a practical web-ingestion layer and able to govern collection. Pilot authorized domains, preserve canonical metadata, validate missing-content detection, and compare full credit cost with an internal crawler.
What to verify
Build a 500-page authorized corpus with JavaScript, PDFs, duplicate canonicals, pagination, hidden text, changed layouts, blocked paths, personal-data decoys, and known facts. Measure coverage, extraction accuracy, source traceability, freshness, failure signaling, deletion, latency, credits, and allow or deny compliance.