Proof of Usefulness Report

ThirdAI

Analysis completed on 1/31/2026

+407
Proof of Usefulness Score
Certified Problem Solver

The project 'ThirdAI' represents a legitimate, VC-backed company (Series A) with high-utility technology (deep learning on CPUs) and strong market relevance. However, the specific submission contains significant red flags: garbage data (e.g., 'Technologies Used: construction'), false claims ('everyone', 'most people have used my product'), and low-effort responses. The score reflects the high underlying value of the verified entity (ThirdAI Corp) severely penalized by the poor quality and lack of evidence in the submission itself.

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Score Breakdown

Real World Utility+213
Audience Reach Impact+20
Technical Innovation+67.5
Evidence Of Traction+50
Market Timing Relevance+95
Functional Completeness+2.5
Subtotal+448
Usefulness Multiplierx0.91
Final Score+407

Project Details

Project URL
Description
Democratizing AI by building accessible, private large language models on affordable CPUs.

Algorithm Insights

Market Position
Strong market validation with clear user adoption patterns
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