AI Agents &
Knowledge Bases

Firecrawl runs before retrieval, turning your docs, help centers, and product sites into clean Markdown or JSON with URLs attached. Your chatbot or RAG stack uses that output as the source for embeddings, retrieval, and context, instead of raw HTML or manual uploads.

Yes. Upload the file to the Parse endpoint and Firecrawl returns clean, layout-aware Markdown. For a public document URL, use Scrape instead. One call handles PDF, DOCX, DOC, ODT, RTF, XLSX, XLS, and HTML, so product manuals, whitepapers, and contracts feed the assistant the same way as a normal web page.

Point Monitor at the docs and help pages that back the assistant and set a schedule. Each run diffs against the last snapshot, an AI judge scores the change against a plain-language goal, and a webhook fires only when the change is meaningful, so embeddings refresh from real signal.

Yes. Wire Firecrawl Search into the agent as a tool call and it can query the live web when the KB does not cover a question, then cite the URL it used in the answer, so the assistant does not fall back to a hard no.

Yes. Scope Firecrawl jobs by domain, path, or custom rules per workspace or customer. Multi-tenant platforms keep every AI assistant grounded only in content it is allowed to reference.

Every Firecrawl fetch preserves the URL, title, and timestamp on every chunk. Your UI can render a source list, a read-more link per answer, and a snapshot per claim without your team writing that plumbing.

Constrain retrieval to Firecrawl-collected content with clear URLs, headings, and timestamps, set Monitor to refresh embeddings when the source changes, and surface citations in the UI so users see exactly which page each answer came from.

Documentation portals, help centers, FAQs, status pages, product sites, and any PDF library your team publishes. You choose which domains and paths to crawl based on what each assistant should know.

The world's most comprehensive web data API. Our custom browser stack and semantic index deliver superior data quality across any website, handling more content types and edge cases than any competitor.

JavaScript rendering, dynamic content, and robust request handling built-in.

Process millions of pages with automatic rate limiting, caching, and distributed infrastructure.

Optimized scraping engine with parallel processing and smart caching for instant results.

Comprehensive docs, SDKs for all major languages, and dedicated support to help you succeed.