Proof of Usefulness Report

Eclipse AI

Analysis completed on 1/20/2026

+5
Proof of Usefulness Score
You're In Business

The submission contains critical red flags, including verifiable false claims regarding audience reach ('everyone') and traction ('most people have used my product'). Listing 'leadership' as the sole technology indicates a lack of technical substance or a non-serious submission. While the stated problem area (customer churn prediction) is market-relevant, the lack of detail, invalid URL/domain discrepancy, and hyperbolic claims result in a near-zero score.

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Score Breakdown

Real World Utility+10.00
Audience Reach Impact+0.00
Technical Innovation+0.00
Evidence Of Traction+0.00
Market Timing Relevance+20.00
Functional Completeness+0.00
Subtotal+4.5
Usefulness Multiplierx1.08
Final Score+5

Project Details

Project URL
Description
Eclipse AIis in the Customer Success Management Industry

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