Proof of Usefulness Report

Libonea AI

Analysis completed on 1/24/2026

+21
Proof of Usefulness Score
You're In Business

The submission conflates two distinct entities: 'Libonea AI', a small Israeli NLP startup that appears to have ceased operations around 2022, and 'SilentForge', a YouTube channel with ~6K subscribers creating AI-generated factory videos. The claims that 'most people have used my product' and the audience is 'everyone' are demonstrably false and severely damage the credibility of the submission. While the 'SilentForge' content demonstrates some application of Generative AI, it is niche entertainment, not the 'AI Infrastructure' claimed in the description. The project lacks verifiable traction commensurate with its claims.

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Score Breakdown

Real World Utility+10.00
Audience Reach Impact+5.00
Technical Innovation+40.00
Evidence Of Traction+5.00
Market Timing Relevance+60.00
Functional Completeness+5.00
Subtotal+17
Usefulness Multiplierx1.10
Final Score+19

Project Details

Project URL
Description
Libonea AIis in the AI Infrastructure 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