Proof of Usefulness Report

Light of Data

Analysis completed on 3/7/2026

+17
Proof of Usefulness Score
You're In Business

The project 'Light of Data' corresponds to a verified UK-registered software consultancy (Light Of Data Ltd, inc. 2023). However, the submission contains significant red flags and hyperbolic claims. While the description mentions high-level goals (climate change, AI governance), the actual product listed on the live website is a 'Time Tracker' currently in beta testing. The claim that 'most people have used my product' is demonstrably false. The audience reach of 'everyone' is unrealistic for a small consultancy. The 'DeepClaw' name appears to be a user handle or reference to an unrelated robotics benchmark, not the core project technology. The submission quality is low, with vague answers and unsupported traction figures.

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Score Breakdown

Real World Utility+30
Audience Reach Impact+5
Technical Innovation+20
Evidence Of Traction+10
Market Timing Relevance+40
Functional Completeness+10
Subtotal+16.5
Usefulness Multiplierx1.03
Final Score+17

Project Details

Description
Light of Data is dedicated to empowering organizations with cutting-edge software development and machine learning engineering. We focus on creating solutions that drive progress in climate change mitigation, renewable energy, sustainability, AI governance, and health-advancing technology for a better future.

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