Proof of Usefulness Report

Leanbot AI Ltd.

Analysis completed on 3/7/2026

+10
Proof of Usefulness Score
You're In Business

The project represents a registered UK entity (Leanbot AI Ltd) offering standard AI consultancy services for SMEs, verified via web search. However, the submission is critically flawed by hyperbolic and demonstrably false claims (e.g., 'most people have used my product' and 'audience reach: everyone'). The use of 'marketcap' for revenue metrics indicates a lack of business clarity. While the domain and company exist, the lack of verifiable traction, technical detail, or serious response quality results in a near-zero score.

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Score Breakdown

Real World Utility+20.00
Audience Reach Impact+2.50
Technical Innovation+5.00
Evidence Of Traction+0.00
Market Timing Relevance+25.00
Functional Completeness+0.00
Subtotal+8.75
Usefulness Multiplierx1.14
Final Score+10

Project Details

Project URL
Description
AI for small businesses

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