Proof of Usefulness Report

Winn.AI

Analysis completed on 2/2/2026

+220
Proof of Usefulness Score
Gaining Momentum

Winn.AI is a legitimate, venture-backed (approx. $17M Seed) sales assistant tool addressing a clear B2B pain point. However, the submission itself was of extremely low quality, containing verifiable false claims about reach ('everyone', 'most people') and lacking specific metrics. While the underlying technology and market timing are strong, the score is heavily penalized by the lack of credible evidence provided in the submission and the discrepancy between the claimed and actual traction.

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Score Breakdown

Real World Utility+85.0
Audience Reach Impact+20.0
Technical Innovation+45.0
Evidence Of Traction+40.0
Market Timing Relevance+38.0
Functional Completeness+1.0
Subtotal+229
Usefulness Multiplierx0.96
Final Score+220

Project Details

Project URL
Description
WINN.AI is a real-time sales assistant that joins you in your virtual meetings, captures all the information you need, and auto-populates your CRM with just a click of a button.

Algorithm Insights

Market Position
Growing utility with room for optimization
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