Proof of Usefulness Report

founded.ai

Analysis completed on 3/7/2026

+22
Proof of Usefulness Score
You're In Business

The project 'founded.ai' appears to be a legitimate UK-based AI consultancy/development agency (ML Artifacts Ltd) based on external verification, but the submission provided is of extremely low quality and contains demonstrably false or incoherent claims. The user states 'most people have used my product' (false for a B2B agency) and lists revenue as 'all time marketcap: 50000', which is an incorrect financial metric. While the underlying business exists and has market relevance, the submission fails to provide credible evidence of traction, technical depth, or reach.

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Score Breakdown

Real World Utility+8.75
Audience Reach Impact+1.00
Technical Innovation+3.00
Evidence Of Traction+2.50
Market Timing Relevance+4.00
Functional Completeness+0.25
Subtotal+19.5
Usefulness Multiplierx1.12
Final Score+22

Project Details

Project URL
Description
At founded.ai, we help entrepreneurs and innovators radically shortcut their AI development time, by leveraging our deep-tech expertise, engineering excellence and fully customisable, prebuilt AI engines. Your idea, your data - brought to life with AI.

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