Round 1 Winners!
Proof of Usefulness Report

Ebdo.ai

Analysis completed on 3/12/2026

+38
Proof of Usefulness Score
You're In Business

The submission exhibits significant red flags, including exaggerated claims about audience reach ('everyone') and traction ('most people have used my product'), as well as confused revenue metrics ('all time marketcap: 500000'). Despite operating in a relevant market as an AI consultancy, the lack of verifiable metrics, vague technical details, and poor response quality result in a very low proof of usefulness score.

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Score Breakdown

Real World Utility+18.75
Audience Reach Impact+2.0
Technical Innovation+7.5
Evidence Of Traction+1.25
Market Timing Relevance+10.0
Functional Completeness+0.5
Subtotal+40
Usefulness Multiplierx0.95
Final Score+38

Project Details

Project URL
Description
Leveraging our machine learning expertise in a wide range of domains, we can help you develop the solutions you need to automate tasks, extract key business insights and shift valuable resources to areas that will truly allow your business to grow. Our world class AI experts and data scientists will work with you from the inception of an idea or a problem to the completion of an AI powered solution. Our specialists will also work with you to seamlessly integrate into your enterprise systems or build out custom data-pipelines, be it on premise or in the cloud.

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