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Consensus vs Firecrawl

A side-by-side comparison to help you choose between Consensus and Firecrawl.

 ConsensusFirecrawl
DescriptionAI search engine for research that answers questions using evidence and consensus drawn from peer-reviewed papers.The web-data API for AI — turn any site into clean, LLM-ready markdown with crawling, search and extraction.
CategoryAI researchAI research
Pricingfreemium · Free tier; $8.99/mo Premiumfreemium · Free tier; paid from $16/mo
Rating4.44.5
Features
Natural language queryingConsensus synthesisEvidence rating displayFilter by study designCitation extraction
Search with full contentScrape to markdown/JSONInteract via AI promptsAgent integrationJavaScript renderingOpen source
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Run Your Own AI Directory

Everything this site runs on — the directory, the pipelines, the admin console — delivered as one template you deploy and own.

AI Directory Template
Launch price$89 once
  • Full Next.js source code + 10 pipelines
  • Admin console with built-in analytics
  • Agent Skills for zero-config setup
  • Self-hosted — no recurring platform fees

One-time purchase · License key + GitHub repo access · Deploy on any VPS