Proof of Usefulness Report

superbio

Analysis completed on 1/30/2026

+26
Proof of Usefulness Score
You're In Business

The project 'superbio' (or DeepShade) appears to be a legitimate niche solution within the life sciences AI sector, likely associated with the Superbio.ai platform (a Y Combinator company). However, the submission itself is of critically low quality, containing demonstrably false claims (e.g., audience reach is 'everyone', evidence of traction is 'most people have used my product'). While the market timing for AI in biotechnology is excellent, the lack of verifiable data, combined with hyperbolic and unrealistic inputs, results in a score reflecting minimal proven usefulness based strictly on the provided evidence.

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Score Breakdown

Real World Utility+7.5
Audience Reach Impact+1.0
Technical Innovation+3.75
Evidence Of Traction+1.25
Market Timing Relevance+8.5
Functional Completeness+0.25
Subtotal+22.25
Usefulness Multiplierx1.15
Final Score+26

Project Details

Project URL
Description
superbiois in the Life Sciences Tech 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