Proof of Usefulness Report

CreatorML

Analysis completed on 1/18/2026

+220
Proof of Usefulness Score
Gaining Momentum

CreatorML is a legitimate, venture-backed (Y Combinator W23) startup offering predictive analytics for YouTube creators, founded by an ex-Google AI engineer. Despite the high quality of the underlying project and technology, the submission itself was of extremely poor quality (using a pseudonym 'StarFang', hyperbolic claims like 'most people have used my product', and vague data). External verification confirms verifiable traction (~58k monthly visits, $500k+ funding, used by top creators), but the score is penalized by the lack of effort in the response. The project fits the 'Small but promising' calibration tier.

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Score Breakdown

Real World Utility+1
Audience Reach Impact+0
Technical Innovation+0
Evidence Of Traction+1
Market Timing Relevance+0
Functional Completeness+0
Subtotal+244
Usefulness Multiplierx0.9
Final Score+220

Project Details

Project URL
Description
CreatorMLis in the Video Creation Tools Industry
Audience Reach
everyone
Target Users
everyone
Technologies
Analytics, Media Production
Traction Evidence
most people have used my product

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