Proof of Usefulness Report

Eidon AI

Analysis completed on 2/4/2026

+359
Proof of Usefulness Score
Certified Problem Solver

Eidon AI is a legitimate, venture-backed (Framework Ventures, $3.5M Seed) decentralized AI project focused on data availability and ownership. Despite the high potential and verified funding, the submission itself contained significant red flags, including the demonstrably false claim that 'most people have used my product' (actual user base is ~12k collectors) and a lack of technical detail. The score reflects the project's strong market timing and financial backing, heavily penalized by the low quality and dishonesty of the submission data regarding traction and reach.

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Score Breakdown

Real World Utility+17.5
Audience Reach Impact+2.0
Technical Innovation+4.5
Evidence Of Traction+9.0
Market Timing Relevance+9.0
Functional Completeness+0.25
Subtotal+42.25
Usefulness Multiplierx0.85
Final Score+359

Project Details

Project URL
eidon.ai
Description
Eidon AI is a decentralized AI network focused on creating a permissionless ecosystem for data ownership and fair rewards. It allows users to control and monetize their data through a decentralized marketplace, while also providing developers with an API for custom integrations. The company aims to foster a collaborative community to advance the decentralized AI ecosystem, offering a platform for individuals and developers to build and benefit from AI with enhanced transparency and security.

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