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unlob

unlob vs Firecrawl

Firecrawl turns URLs into clean markdown. unlob finds the URLs. They are complements more often than alternatives.

Verified 5 August 2026·Figures from vendors' own pages

Price

ProviderOwn index?$ / 1,000 queriesSource

$29 per month for 50,000 requests.

Yes

Our own crawl and index

$0.58This page

$199 per month for 500,000 requests.

Yes

Our own crawl and index

$0.40This page
Rates are the cheapest directly comparable web search call — roughly ten results, no extraction and no summarisation — because that is the only way a table across credit systems, token pricing and per-request pricing means anything. Where a vendor does not publish a flat per-1,000 rate they are omitted from this table and covered in full on the landscape page. Figures read from each vendor’s own pricing page on 5 August 2026.

When Firecrawl is the better choice

A comparison page that cannot name a scenario where the competitor wins is an advertisement. Here are the real ones.

Choose Firecrawl

  • Crawling an entire site systematically, which is not something a search index does.
  • Extracting from pages behind heavy JavaScript or unusual structures.
  • Structured extraction against a schema you define.
  • Working with URLs you already have — a customer’s own documentation, for instance.

Choose unlob

  • You need to find the pages, not just read them.
  • Reading cleaned passages directly from the index is cheaper than fetching and extracting each one.
  • Trust signals — corroboration, authority, centrality — that an extraction tool has no way to provide.

The substantive differences

Firecrawlunlob
InputA URL or a domain.A question.
IndexNone — it fetches live.A standing index, with live delta crawling behind it.
TogetherIdeal when you have URLs and need their full content extracted to a schema.Ideal for finding which URLs matter. Many stacks use both.

Sources

Every figure on this page was read from the vendor's own pricing page or funding announcement on the date shown.

Frequently asked questions

Do I need both Firecrawl and unlob?

Often not. /doc/:id returns cleaned text for anything in the index, which covers most retrieval workloads. Add Firecrawl when you need to crawl a specific site exhaustively, or extract structured fields from pages you already have.

Check the claims yourself

The free tier is 10,000 requests a month with no card. That is enough to test coverage, latency and result quality against your own queries — which is a better comparison than this page.