Round 1 Winners!
Proof of Usefulness Report

C Deeply LLC

Analysis completed on 3/23/2026

+11.04
Proof of Usefulness Score
You're In Business

The project presents an unsubstantiated submission with hyperbolic claims such as 'most people have used my product' and targeting 'everyone'. The lack of verifiable traction, empty custom tech descriptions, and vague active user counts warrant a 0.5 quality penalty across all metrics. While the concept of generating lightweight AI code shows potential utility and timing relevance, the execution and presentation fall into the lowest calibration tier for minimal to no verifiable traction.

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Score Breakdown

Real World Utility0.25)
Audience Reach Impact0.20)
Technical Innovation0.15)
Evidence Of Traction0.25)
Market Timing Relevance0.10)
Functional Completeness0.05)
Subtotal+11.625
Usefulness Multiplierx0.95
Final Score+11

Project Details

Project URL
Description
We auto-generate lightweight AI computer code that users can put into their own software. No knowledge of machine learning or neural networks needed!

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