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Tools · Comparison

Consensus vs NotebookLM vs Semantic Scholar

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

ConsensusNotebookLMSemantic Scholar
What it isAnswers a yes-or-no research question by aggregating what the papers actually found.Grounds a model entirely in documents you upload, and will read the result back as a two-host podcast.Semantic Scholar uses groundbreaking AI and engineering to understand the semantics of scientific literature to help Scholars discover relevant research.
CategoryResearchResearchResearch
PricingFreemium · Free · from $8.99/moFreemium · Free · Pro via Google AI plansFree · Free
How it billsFlat monthlyFreeFree
Free tierYesYesYes
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
  • Answers grounded strictly in your sources
  • Citations to the exact passage
  • Audio Overview podcast generation
  • Study guides and briefing documents
  • Large upload allowance
  • Over 200 million indexed papers
  • One-sentence paper summaries
  • Influential citation detection
  • Free public API
  • Author and topic feeds
What works
  • Shows disagreement rather than hiding it
  • Every answer traces to papers
  • Good free tier
  • Does not wander outside your documents
  • Citations make checking easy
  • Audio Overviews are genuinely useful
  • Completely free and non-commercial
  • Underpins many paid tools
  • Open API for building on
What does not
  • Only covers questions research has addressed
  • Consensus meter oversimplifies
  • Field coverage is uneven
  • Cannot reason beyond the sources given
  • Upload limits on the free tier
  • Audio hosts have a fixed style
  • Interface is plainer than commercial rivals
  • Summaries are terse
  • No workflow or note-taking features
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