Proof of Usefulness Report

CarefulAI Ltd.

Analysis completed on 3/9/2026

-3.45

Proof of Usefulness Score

Lab Mode

The project targets a relevant sector (AI system valuation and regulation), but the submission contains severe red flags. Claims such as 'most people have used my product' are unsubstantiated and highly exaggerated. Essential data points like active users and launch date are omitted, and the technical description is vague. Due to the lack of verifiable traction and poor response quality, the project scores below zero.

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Score Breakdown

Real World Utility+2.5

Audience Reach Impact-2.0

Technical Innovation+0.75

Evidence Of Traction-6.25

Market Timing Relevance+2.5

Functional Completeness-0.5

Subtotal-3

Usefulness Multiplierx1.15

Final Score-3

Project Details

Project URL

carefulai.com

Description

CarefulAI lead the market for the valuation of AI systems used in regulated sectors and accelerate users and providers use of AI and GenAI

Algorithm Insights

Market Position

Early stage requiring focused development

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