Proof of Usefulness Report

Protege

Analysis completed on 2/4/2026

+11
Proof of Usefulness Score
You're In Business

The submission for 'Protege' (withprotege.ai) presents a relevant concept—secure AI training data sharing—but lacks any verifiable evidence of existence or execution. The URL is not indexed in public search results, and the submission contains critical red flags, specifically the contradictory and hyperbolic claim that 'most people have used my product' alongside a team size of '0'. Due to the absence of a live product, technical details, or valid traction, the project receives a minimal score reflecting only the theoretical relevance of the problem statement.

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Score Breakdown

Real World Utility+6.25
Audience Reach Impact+0.00
Technical Innovation+0.75
Evidence Of Traction+0.00
Market Timing Relevance+3.00
Functional Completeness+0.25
Subtotal+10.25
Usefulness Multiplierx1.08
Final Score+11

Project Details

Project URL
Description
Protege is a platform that connects data holders with AI model builders, enabling the secure and compliant sharing of training data. Founded in 2024, the company aims to address the bottleneck in AI development by facilitating access to high-quality, proprietary datasets. Protege operates across various industries, with a strong initial focus on healthcare and media.

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