Proof of Usefulness Report

Machina Sports

Analysis completed on 2/8/2026

+42
Proof of Usefulness Score
You're In Business

Machina Sports (machina.gg) appears to be a legitimate, early-stage (Seed) B2B platform offering AI agent tools for the sports industry, with verified ties to partners like Sportradar. However, the project submission itself is of extremely low quality, containing demonstrably false claims (e.g., 'most people have used my product'), vague data ('Internet', 'everyone'), and financial confusion ('marketcap' instead of revenue). While the underlying technology and market timing are promising, the submission's lack of seriousness and credibility heavily penalizes the final score.

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Score Breakdown

Real World Utility+17.5
Audience Reach Impact+2.0
Technical Innovation+11.25
Evidence Of Traction+3.75
Market Timing Relevance+8.5
Functional Completeness+0.25
Subtotal+43.25
Usefulness Multiplierx0.98
Final Score+42

Project Details

Project URL
Description
Powered by Sports AI agents, we provide developer-friendly tools that are transforming the sports 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