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Why teams switch fromFirecrawl to Tavily

With Firecrawl, you need to know which pages to scrape.

Tavily is for when you need to find the best pages first, then return filtered, reranked excerpts and sources your agents can reuse across workflows.

Trusted by 1M+ developers around the world

Built for grounding, not just scraping

Three ways Tavily simplifies how your agents find and use web-sourced evidence.

01.

Start from a question, not a URL list

Firecrawl is strong at scraping known URLs. Tavily starts earlier in the pipeline: it searches, selects, and ranks sources for relevance—then returns the useful content.

  • Better when you don’t already have a URL list
  • Higher hit-rate for research-style queries
  • Less manual tuning of seed sites and crawl scopes
02.

Results you can inspect, cache, and test

When debugging grounding, teams need the retrieved text and the source URLs—not just a blob of scraped output. Tavily returns content-first results designed for reuse.

  • Inspect what the agent actually used
  • Cache evidence artifacts for repeated runs
  • Compare retrieval quality across prompts & models
03.

Reduce engineering overhead

With Firecrawl, teams stitch together discovery → scraping → parsing → cleanup → chunking → dedupe → ranking. Tavily is one retrieval layer for all of it.

  • One shared retrieval layer across many agents
  • Consistent controls instead of per-agent pipelines
  • Fewer components to operate and QA

/side-by-side

Feature comparison

See exactly how the two platforms differ across the capabilities that matter most.

TavilyWeb grounding for agentsFirecrawlScraping & crawling toolkit
Best forWeb grounding for agents, RAG/retrieval pipelines, multi-agent platformsScraping/crawling known URLs & domains; extracting content/fields
Core strengthFinding + reranking the best sources for a query, returning clean content + sourcesScraping content from pages you specify
Starting pointYou have a question — Tavily discovers and selects sourcesYou have URLs/domains — Firecrawl turns them into text/structured data
Typical outputReranked sources with useful excerpts, extracted text + citationsMarkdown / JSON / screenshot from scraped pages; optional schema-based extraction
Standardizing across agentsBuilt for one retrieval standard across many workflowsOften ends up as a toolkit each team integrates differently
Source discoverySearch + select + rankRequires known URLs
Relevance rerankingBuilt-inDIY or third-party
Structured extractionClean excerpts + sourcesSchema-based extraction
Open sourceAGPL + hosted cloud

/a different category

Scraping is not the same as grounding

Scraping and Grounding solve different problems in the agent pipeline. Here’s how to think about the difference.

Scraping answers

“What does this page contain?”

You provide URLs. The tool returns raw page content as markdown, JSON, or structured data. Great when you already know where to look.

Grounding answers

“Which pages contain the best evidence for this question?”

You provide a question. Tavily discovers the best sources, extracts the relevant parts, and returns ranked excerpts your agents can trust.

/enterprise ready

Enterprise-grade security, built in

Everything your security & procurement team needs to say yes.

01.

Data handling

Retention controls with a zero-data-retention (ZDR) option. Your data never trains our models.

02.

Risk controls

Prompt-injection defenses, malicious content handling, and PII controls built into the retrieval layer.

03.

Procurement ready

DPA, NDA, SLA, and full security packet available. We speak your procurement team’s language.