Round 1 Winners!
Proof of Usefulness Report

Diddo AI

Analysis completed on 3/24/2026

+48
Proof of Usefulness Score
You're In Business

The submission presents severe red flags, including unsubstantiated and hyperbolic claims ('most people have used my product', reach is 'everyone') and a vague valuation metric ('marketcap: 2500000') rather than actual revenue. Despite a 2015 launch and a claimed team of 30, the lack of verifiable traction, verifiable technology details, and extremely low response quality result in a heavy penalty across all criteria.

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Score Breakdown

Real World Utility+18.75
Audience Reach Impact+5.00
Technical Innovation+7.50
Evidence Of Traction+2.50
Market Timing Relevance+7.50
Functional Completeness+0.25
Subtotal+41.5
Usefulness Multiplierx1.15
Final Score+48

Project Details

Project URL
Description
Providing a search engine platform for creative startups to launch their niche products. Our bot helps tailor your search projects by providing interactive machine learning. You can train your bot to search the web for specific research.

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