Proof of Usefulness Report

Mama on Call AI Agency

Analysis completed on 2/19/2026

+38
Proof of Usefulness Score
You're In Business

The project is a verifiable niche AI automation agency targeting women-led health and wellness businesses, confirmed via web search. However, the submission data is of extremely poor quality, containing hyperbolic falsehoods (e.g., 'most people have used my product') and confused metrics ('marketcap: 500000'). While the underlying business model has real-world utility and good market timing, the disconnect between the submission claims and reality severely penalizes the score.

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Score Breakdown

Real World Utility+16.25
Audience Reach Impact+1.0
Technical Innovation+4.5
Evidence Of Traction+1.25
Market Timing Relevance+7.5
Functional Completeness+0.25
Subtotal+30.75
Usefulness Multiplierx1.23
Final Score+38

Project Details

Description
We build custom AI agents for women-led small businesses. Automate tasks, boost growth, and save time with AI built just for you.

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