Proof of Usefulness Report

Superfrau

Analysis completed on 2/17/2026

+156
Proof of Usefulness Score
Gaining Momentum

Superfrau is a legitimate early-stage CPG brand specializing in upcycled whey beverages, with verifiable retail distribution (Whole Foods) and industry validation (PepsiCo Greenhouse Accelerator). However, the submission quality is extremely poor, containing demonstrable exaggerations (claiming 'most people' have used it) and data inconsistencies (listing 30 employees versus external records of ~4-5; mislabeling valuation as 'marketcap'). While the real-world utility of food waste reduction is high, the score is heavily penalized by the lack of credible details and false reach claims in the input.

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Score Breakdown

Real World Utility+15.00
Audience Reach Impact+2.00
Technical Innovation+6.00
Evidence Of Traction+9.00
Market Timing Relevance+8.00
Functional Completeness+0.25
Subtotal+40.25
Usefulness Multiplierx0.97
Final Score+156

Project Details

Description
Not all heroes wear capes...some come in cans! Meet the planet's new super drink hero. Upcycled for the planet. Naturally loaded with vitamins for your health!

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