At a glance
Firecrawl vs askFinz
Row by row — what a call buys on each side.
| Compared on | Firecrawl | askFinz |
|---|---|---|
| What you buy | A scrape and crawl API for developers | A Search workspace, browser extension and research agents |
| What comes back | Markdown or structured content for a URL or crawl job | The matched passage and an answer, together |
| Who builds the retrieval layer | You — chunking, embedding, ranking, refresh | Already built and running |
| Freshness | You decide when to re-crawl | Continuous reading, not a scheduled rebuild |
| Open source | AGPL-3.0 core, self-hostable — the Agent, Browser and Interact endpoints, the dashboard and enterprise controls are not in the default self-hosted stack | No — a hosted product |
| Content structure | Extraction and cleanup, largely undifferentiated by type | Filed as what it is — a judgment, a standard, a filing, with its identifier |
Swipe the table sideways to see both columns.
Firecrawl's self-hosting scope is as stated in its own documentation ("Open source or cloud", docs.firecrawl.dev) and its licence as stated on its repository, both read 8 September 2026.
What Firecrawl is
Firecrawl is a developer-facing scraping and crawling API. You call it with a URL or a crawl job; it handles rendering, pagination and content extraction and returns markdown or structured data your own application then stores, embeds and searches. Its core is open source under AGPL-3.0, with a hosted service on top, so you can run the scrape and crawl layer yourself — an option most of this comparison does not offer, and a narrower one than it first sounds. Firecrawl's own documentation puts the Agent, Browser and Interact endpoints, the managed dashboard and enterprise controls outside the default self-hosted stack, says managed LLM-backed extraction and advanced anti-bot handling have to be connected separately, and says self-hosters own security, persistence, availability and upgrades.
What askFinz is
askFinz runs its own crawled web index — pages read continuously rather than fetched per request, so an answer is a lookup rather than a fetch that starts when you ask — with a Search workspace, a browser extension, a desktop app and research agents built on top, all on the same index and one sign-in. A question returns the matched passage together with the answer, and the address it was read from, and what the index holds is filed by what each document actually is: a judgment, a standard, a filing or a clinical study comes back as that kind of record with its identifier attached, rather than as a page that happens to mention one. askFinz does not sell index access as a standalone feed or API.
What Firecrawl deliberately leaves to you
Firecrawl gets you content, cleanly, which is a hard problem solved well. It does not decide what to crawl next, how often to refresh it, or how to rank a page against everything else you have collected. Those are the rest of a retrieval system, and they are where the ongoing work lives — not in the fetch.
Where askFinz is the wrong answer
If you genuinely need arbitrary URLs turned into clean text — because your product reads pages the user points it at, or because you are building your own index on purpose — askFinz cannot do that. It does not take a URL and hand back content, and it does not sell index access as a feed. Firecrawl is the correct tool and no amount of owning an index substitutes for it.
A component, or a place to work
One of these is a call you build against. The other is somewhere you open and use.
Choose Firecrawl if
- You need clean content from arbitrary URLs your users or agents choose at runtime.
- You are building a custom RAG pipeline or search product on purpose, and want the fetch layer solved without owning it.
- Self-hosting the scrape and crawl layer matters — the AGPL-3.0 core runs with no vendor in the path, provided you can do without the Agent, Browser and Interact endpoints, the dashboard and enterprise controls, and are content to own security, persistence, availability and upgrades yourself.
- Your product's value is in how you chunk, embed and rank, so raw content is exactly what you want to buy.
- You need to crawl a specific site on demand rather than search what has already been read.
Choose askFinz if
- You want the answer, not the raw material to build one from.
- You do not want to own crawling, refresh cadence and anti-bot handling as a permanent engineering commitment.
- You want the passage the answer came from, checkable, rather than a markdown file to process.
- You want content filed by what it is — a judgment, a standard, a filing — with its identifier, rather than as undifferentiated pages.
- The answer needs somewhere to go afterwards — Research with sources attached, Storage, a project.
- You want the same index in a workspace, a browser extension and a desktop app on one sign-in, rather than a client library your team wires into each place it is needed.
FAQ
Questions people ask
The things people actually ask before choosing between Firecrawl and askFinz.
5 questions · open one to read the answer
Only if what you wanted was an answer rather than content. As a scraping API, askFinz is not a substitute at all — it does not take a URL and return its text.
No — askFinz is a hosted product with no self-hosted option. Firecrawl's is a real advantage, and a narrower one than the word "open source" suggests: the AGPL-3.0 core gives you the scrape and crawl layer on your own machines, but its own documentation places the Agent, Browser and Interact endpoints, the dashboard and enterprise controls outside the default self-hosted stack, leaves managed extraction and advanced anti-bot handling to be connected separately, and hands you security, persistence, availability and upgrades. If running the fetch layer yourself is the requirement, that is still the right trade; if you expected the whole product, it is not what you get.
It reads through real browser sessions rather than a rented proxy pool.
Firecrawl, usually, on the raw rate — and it is worth being straight about that. Firecrawl sells credits: a search costs two and a page costs one, so its plans work out at roughly EUR 5.60 per 1,000 searches at the entry tier and EUR 1.14 at the top one, against $1.00 per 1,000 bundled here. Two things make the comparison less lopsided than it looks. A Firecrawl search returns links; scraping each result costs a further credit apiece, so an answer is rarely one search. And the units still differ — you are buying a fetch layer to build a retrieval system on, not a retrieval system. If the fetch layer is what you need, its price is a good one.
Not on its own. It returns content; the retrieval, ranking and answering are the system you build around it.
Read how the index works, or see the broader case against renting a search index. Join the beta and try it against a real question.