Proof of Usefulness Report

AI Listings

Analysis completed on 3/6/2026

+77
Proof of Usefulness Score
You're In Business

The project addresses a timely problem (AI search visibility) but suffers from severe credibility issues. The claim that 'most people have used my product' is demonstrably false, and revenue metrics are confused with 'marketcap'. The submission lacks technical detail, evidence of traction, or a defined target audience.

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Score Breakdown

Real World Utility2.5, q
Audience Reach Impact2.0, q
Technical Innovation1.5, q
Evidence Of Traction2.5, q
Market Timing Relevance1.0, q
Functional Completeness0.5, q
Subtotal+90
Usefulness Multiplierx0.85
Final Score+77

Project Details

Project URL
Description
Be the business AI tools recommend. Get your free AI Visibility Check and see how often ChatGPT, Gemini, and Perplexity mention your business.

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