Proof of Usefulness Report

Luna AI

Analysis completed on 2/4/2026

-4
Proof of Usefulness Score
Lab Mode

The project 'Luna AI' submitted via 'withluna.ai' appears to be a low-quality or test submission with significant red flags. The domain 'withluna.ai' yields no verifiable search results or digital footprint, contradicting the submission's claim that 'most people have used my product'. The description is generic, AI-generated filler text lacking specific use cases or technical details. The claim of 'everyone' as the audience and the lack of verifiable traction metrics result in a negative valuation, classifying this as having no verifiable utility or existence in its current form.

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Score Breakdown

Real World Utility+1.25
Audience Reach Impact+0.0
Technical Innovation+0.0
Evidence Of Traction-5.0
Market Timing Relevance+0.5
Functional Completeness+0.0
Subtotal-3.25
Usefulness Multiplierx1.1
Final Score-4

Project Details

Project URL
withluna.ai
Description
Luna AI, accessible through its domain withluna.ai, is a technology company specializing in artificial intelligence solutions. The company focuses on developing advanced AI-driven tools and platforms designed to enhance productivity and efficiency across various industries. Luna AI's offerings may include machine learning models, natural language processing applications, and data analytics services, all aimed at helping businesses leverage AI to solve complex problems and drive innovation. With a commitment to cutting-edge technology and user-friendly interfaces, Luna AI strives to make AI accessible and beneficial for organizations of all sizes.

Algorithm Insights

Market Position
Early stage requiring focused development
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