Round 1 Winners!
Proof of Usefulness Report

Elicit

Analysis completed on 3/17/2026

+494
Proof of Usefulness Score
Industry Mainstay

Elicit is a highly innovative and useful AI research assistant with significant real-world utility and market relevance. Despite its strong core product and substantial team size (125), the submission provides vague and exaggerated claims ('everyone', 'most people have used my product'), leading to reduced quality multipliers for reach and traction. The product's inherent strength compensates for the poor response quality, resulting in a solid score.

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Score Breakdown

Real World Utility+200
Audience Reach Impact+50
Technical Innovation+120
Evidence Of Traction+50
Market Timing Relevance+90
Functional Completeness+10
Subtotal+520
Usefulness Multiplierx0.95
Final Score+494

Project Details

Project URL
Description
Elicit, the AI research assistant, helps you automate time-consuming research tasks like summarizing papers, extracting data, and synthesizing your findings. We're a public benefit company with a mission to scale up good reasoning. We want machine learning to help as much with thinking and reflection as it does with tasks that have clear short-term outcomes.

Algorithm Insights

Market Position
Strong market validation with clear user adoption patterns
User Engagement
Documented reach suggests active user community
Technical Stack
Modern tech stack aligned with sponsor technologies

Recommendations to Increase Usefulness Score

Document User Growth

Provide specific metrics on user acquisition and retention rates

Showcase Revenue Model

Detail sustainable monetization strategy and current revenue streams

Expand Evidence Base

Include testimonials, case studies, and third-party validation

Technical Roadmap

Share development milestones and feature completion timeline