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AI-Generated Tools for Academic Research

A guide that outlines the key features, benefits, drawbacks, and potential applications of AI-powered research tools.

Introduction to Consensus

More About Consensus

How it Works:

  • Built on multiple academic databases:
    • Contains over 220 million papers across scientific domains
    • Primary sources: Semantic Scholar, OpenAlex, plus proprietary web crawling. Also incorporates data from PubMed, Crossref, ORCID, etc.
    • Updates weekly to maintain currency
       
  • Combines multiple search technologies:
    • Uses a three-stage hybrid search (semantic AI and BM25), custom fine-tuned models for specialized tasks, and proprietary relevance-checking models to reduce hallucinations
    • MeSH synonym support for medical queries
       
  • Ranks papers by relevance, citation count and velocity, study design, and publication date

User Interaction:

  • Search using questions, keywords, or DOI
  • Supports Boolean operators (AND, OR, NOT)
  • Apply filters for:
    • Publication date
    • Preprint exclusion
    • Open access
    • Minimum citations
    • Methods
    • Journals
    • Subject domains
    • Country
    • Study duration
    • Sample size
    • Population type (human, animal, in vitro)
    • Study types (meta-analyses, systematic reviews, RCTs)
  • Export results to CSV or RIS with detailed paper-level data. Save and organize papers with bookmarks and custom lists (unlimited in Premium, one in Free)

Analysis Features:

  • Consensus Meter (Version 2.0):
    • Analyzes yes/no questions across top 20 results
    • Classifies results as "yes," "no," "possibly," or "mixed"
    • Shows percentage of agreement across papers
    • Displays quality indicators (methodology, recency, journal prestige, citations), with badges highlighting which positions score highest in each
  • Study Snapshot:
    • Displays up to 7 categories of information
    • Includes population, sample size, location, results, outcomes, duration, and methods
    • AI-powered extraction from paper abstracts
    • Accessible via sidebar view for seamless workflow
  • Pro Analysis (formerly Copilot):
    • Synthesizes up to 20 papers using full-text (when available), with TL;DR headers, structured comparisons, and in-line citations in multiple formats.
    • Supports 31+ languages
    • Creates claims & evidence tables and research gaps heat maps
  • "Ask Paper" feature (beta) for full-text paper interactions:
    • Chat with individual papers to ask clarifying questions
    • Works with papers from the corpus and user-uploaded PDFs
    • Free: 10 messages/month | Premium: unlimited messages

Advanced Research Features:

  • Deep Search
    • AI research agent that conducts comprehensive literature reviews
    • Breaks questions into sub-questions and runs up to 20 targeted searches
    • Reviews over 1000 papers, selects the ~50 most relevant, and generates cited reports with visuals, consensus analysis, citation graphs, and key author insights
    • Completes in ~2 minutes with email notification
    • Free: 3/month \ Pro: 15/month | Deep: 200/month
  • Threads:
    • Conversational search that maintains context across queries
    • Colored citations showing stance (Yes/No/Maybe)
    • Thread Citations panel with sortable paper list
    • Smart follow-up prompt suggestions
  • Research Hub:
    • Upload and analyze your own PDF documents
    • Use Ask Paper features on personal research papers
  • Table View:
    • Side-by-side paper comparison
    • Extracts study attributes (population, methods, results, sample size, duration)
    • Access via "Table" button in search results

Notable Features:

  • Supports auto-citations via Zotero, Mendeley, EndNote, and RefWorks. Offers customizable UI (Dark/Compact modes) and 100+ language support. Multiple export formats available (CSV, RIS).
  • Quality indicators:
    • Rigorous Journal badge (top 50% on SciScore Index)
    • Highly Cited and Very Highly Cited badges
    • Study type tags (RCT, Systematic Review, Meta-Analysis, Literature Review)
    • Influential Citations indicator
    • Full-text availability indicator
  • ConsensusGPT integration in ChatGPT (requires ChatGPT Plus)
  • API access for embedding Consensus in custom tools
  • Research quality filters

Benefits:

  • Evidence-based scientific coverage
  • Direct connection to source papers
  • Multilingual content support
  • Detailed paper-level insights

Limitations:

  • Freemium model with limited free features:
    • Free: 25 Pro Analyses, 3 Deep Searches, 10 Study Snapshots, 10 Ask Paper messages per month  
    • Pro: ($15/month): Unlimited analysis, 15 Deep Searches
    • Deep ($65/month): 200 Deep Searches plus all Pro features
    • Teams and Enterprise plans available for organizations
  • Search draws from multiple major databases, but niche fields may have gaps. Relevance is prioritized over recency, though publication date is a ranking factor. Some AI model details are proprietary. Advanced features like Deep Search require paid plans.
  • Can produce some off-topic suggestions despite relevance checking