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Tools · Comparison

Consensus vs Litmaps vs OpenSEO

All three are research tools. Here is what separates them.

ConsensusLitmapsOpenSEO
What it isAnswers a yes-or-no research question by aggregating what the papers actually found.Litmaps accelerates your entire literature review. Discover important papers faster and transform how you do research with dynamic visualizations.OpenSEO is the open source alternative to Ahrefs and Semrush. Keyword research, backlinks, rank tracking, and site audits, billed by usage instead of a $100-plus monthly subscription. Self-host it free, or connect it to your AI agents over MCP.
CategoryResearchResearchResearch
PricingFreemium · Free · from $8.99/moPaid · $10/moFreemium
How it billsFlat monthlyFlat monthlyNot published
Free tierYesNoYes
RatingNot yet ratedNot yet ratedNot yet rated
Features
  • Evidence-based answers from papers
  • Consensus meter across studies
  • Study quality indicators
  • Citation export
  • Filters by study type
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What works
  • Shows disagreement rather than hiding it
  • Every answer traces to papers
  • Good free tier
  • Publishes its price openly — $10/mo
  • Sits in Research, one of the better-covered categories here — easy to compare
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What does not
  • Only covers questions research has addressed
  • Consensus meter oversimplifies
  • Field coverage is uneven
  • No free tier — it has to be paid for before it can be tried
  • 44 other tools in this catalogue claim to do the same job
  • 12 tools in the same category have a free tier
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