Proof of Usefulness Report

Montada AI

Analysis completed on 3/10/2026

+16.61

Proof of Usefulness Score

You're In Business

Montada AI proposes a valid solution for sports analytics via natural language search, but the submission is severely lacking in realistic details. Claims that 'everyone' is the audience, 'most people have used my product' for traction, and listing 'Internet' as the sole technology indicate an unserious or highly premature project. Due to zero verifiable metrics and vague responses, it is scored in the lowest tier.

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Score Breakdown

Real World Utility+12.5

Audience Reach Impact+0.5

Technical Innovation+1.5

Evidence Of Traction+0.625

Market Timing Relevance+3.5

Functional Completeness+0.25

Subtotal+18.875

Usefulness Multiplierx0.88

Final Score+17

Project Details

Project URL

montada.ai

Description

Montada AI is developing an AI tool to help sports analysts search through their data with natural language. Instead of manually tagging footage and filtering through tags later, our tool allows analysts to directly search for the moments they need by typing in a simple sentence.

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