Proof of Usefulness Report

Scribble Data

Analysis completed on 1/29/2026

+215
Proof of Usefulness Score
Gaining Momentum

Scribble Data (project name 'LunarForge' in submission) is a legitimate, venture-backed B2B company (approx. $2.2M funding) offering a feature store product called 'Enrich'. While the project has high real-world utility and verified traction with enterprise clients, the submission quality is critically low, containing hallucinated claims (e.g., 'most people have used my product', 'audience reach: everyone') which severely penalized the score. The evaluation reflects the verified strength of the business adjusted down for the lack of credible evidence provided in the input.

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Score Breakdown

Real World Utility+100.0
Audience Reach Impact+15.0
Technical Innovation+56.25
Evidence Of Traction+37.5
Market Timing Relevance+42.5
Functional Completeness+1.25
Subtotal+252.5
Usefulness Multiplierx0.85
Final Score+215

Project Details

Project URL
Description
Scribble Data is an advanced analytics data product company. It helps business leaders solve advanced analytics use cases with low-code data products powered by Gen AI and machine learning.

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