Elicit

Elicit platform architecture and scientific research assistant

Elicit (accessible at elicit.com, developed by Ought / Elicit Inc., founded by Andreas Stuhlmüller and Jungwon Byun) is a premier artificial intelligence research assistant, automated literature review engine, and academic synthesis platform. Engineered for biomedical researchers, scientists, academic scholars, and policy analysts, Elicit automates the literature discovery and evidence extraction process.

The platform indexes over 200 million academic papers from Semantic Scholar, PubMed, and open-access repositories. Elicit features Automated Literature Reviews, Systematic Data Extraction Tables (extracting sample sizes, methodologies, outcomes, and limitations from PDFs), multi-paper synthesis summaries, and BibTeX/Zotero reference exports.

Core research capabilities and Elicit tools

Elicit delivers features for academic literature discovery and systematic evidence extraction:

• Academic literature discovery: Ask natural language research questions (e.g. “What are the effects of intermittent fasting on insulin sensitivity?”) to retrieve relevant papers.
• Systematic data extraction tables: Automatically extracts custom columns (population size, methodology, dosages, primary outcomes) across dozens of papers.
• One-sentence paper summaries: Generates concise summaries of paper abstracts and main findings grounded strictly in text.
• Full PDF extraction: Upload private PDF libraries to extract custom metadata and synthesize proprietary research.
• Strict citation grounding: Quotes specific excerpts from study methodology and results sections to minimize hallucination risks.
• Zotero & BibTeX integration: Export literature collections and structured tables directly into reference managers.

Comparative benchmark: Elicit vs. Consensus and Scite.ai

Elicit provides structured column extraction, PDF analysis, and literature review workflows.

Practical applications and operational limits

• Systematic literature reviews: Search across 200M+ papers and synthesize findings into comparative tables.
• Methodology & outcome comparison: Extract participant counts, dosages, and effect sizes across multiple clinical trials.
• Private research paper analysis: Upload proprietary internal PDF whitepapers to extract structured summaries.
• Grant proposal & thesis preparation: Identify seminal papers and citations for academic literature background sections.

Operating limits: Free tier includes starter credits for basic queries. Advanced high-volume table extraction, unlimited PDF analysis, and CSV/BibTeX exports require a Plus ($10/mo annual) or Pro subscription.

Subscription plans and Elicit pricing

Elicit offers a free tier alongside monthly and annual subscriptions:

*Pricing and plan details verified as of August 2026.

Step-by-step workflow

1. Enter research question: Go to elicit.com and enter a focused research query in the search bar.
2. Review paper results: Examine the top retrieved papers and one-sentence abstract summaries.
3. Add extraction columns: Click “Add Column” to extract variables like population size, intervention, or findings.
4. Export table: Export the structured synthesis table to CSV, BibTeX, or Zotero for reference management.

Editorial verdict

• Best for: Academic researchers, medical professionals, PhD students, and policy analysts conducting literature reviews and meta-analyses.
• Not recommended for: General casual web browsing or lifestyle query generation.
• Learning curve: Low to Moderate. Structured academic table interface.
• Value threshold: Strong value for researchers. The Plus plan ($10/mo annual) significantly speeds up literature review workflows.
• Bottom line: Elicit is a capable scientific AI research assistant, combining 200M+ paper indexing with structured data extraction tables.