Proof of Usefulness Report

Neopoly AI

Analysis completed on 2/19/2026

+19
Proof of Usefulness Score
You're In Business

Neopoly AI presents a high-potential concept (AI for material discovery) but lacks credible execution details. The submission suffers from severe quality issues, including demonstrably false traction claims ('most people have used my product' for a niche B2B tool) and vague technical descriptions ('Research, Internet'). While external searches confirm a brand identity project exists, the 'marketcap' metric suggests a possible tokenized or early-stage nature with no verifiable product market fit. The discrepancy between the claimed reach ('everyone') and the specialized nature of the field results in a very low score.

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Score Breakdown

Real World Utility+25.0
Audience Reach Impact+5.0
Technical Innovation+10.0
Evidence Of Traction+5.0
Market Timing Relevance+70.0
Functional Completeness+5.0
Subtotal+17.25
Usefulness Multiplierx1.10
Final Score+19

Project Details

Project URL
Description
Advancing AI-driven material discovery with causality.

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