Proof of Usefulness Report

Oxygen Algorithms

Analysis completed on 1/24/2026

+17
Proof of Usefulness Score
You're In Business

The project proposes a relevant concept (AI twins for creators) in a trending market, but the submission lacks credibility. The URL is not indexed, and there is no digital footprint to verify the existence of the company or platform. The claim that 'most people have used my product' is demonstrably false and serves as a major red flag. Additionally, the revenue field cites 'marketcap', suggesting a misunderstanding of metrics or a token-based structure without verified volume. The project falls into the 'No verifiable traction or red flags' category.

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Score Breakdown

Real World Utility+25.0
Audience Reach Impact+0.5
Technical Innovation+10.0
Evidence Of Traction+0.0
Market Timing Relevance+70.0
Functional Completeness+5.0
Subtotal+15.1
Usefulness Multiplierx1.12
Final Score+17

Project Details

Project URL
oxygenalgorithms.com
Description
Oxygen Algorithms is the company behind Echo — a platform where creators train AI twins (“Echoes”) from their own content. Echoes capture a creator’s voice, personality, and know-how so fans can ask questions, get advice, and learn in a way that feels personal, instant, and always available. Creators create and own their Echoes in Echo Studio; Oxygen Algorithms hosts, scales, and secures the experience. Fans talk to Echoes on TalkToEcho. Subscriptions turn engagement into recurring income while preserving authenticity. Our mission is simple: help experts scale themselves, and help millions access knowledge that feels human. We’re live. We’re growing. And we’re just getting started.

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