Proof of Usefulness Report

All Hands AI

Analysis completed on 1/24/2026

+28
Proof of Usefulness Score
You're In Business

The submission contains severe inconsistencies: the project name/URL (All Hands AI) refers to an AI development agent (OpenHands), but the description text is copied from a different company (Pyte/CipherMode Labs). Additionally, the traction claim 'most people have used my product' is factually incorrect and hyperbolic. While the actual entity associated with the URL has significant market potential, the submission quality is critically low, resulting in a minimum verifiable score.

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Score Breakdown

Real World Utility+30.00
Audience Reach Impact+20.00
Technical Innovation+35.00
Evidence Of Traction+15.00
Market Timing Relevance+40.00
Functional Completeness+5.00
Subtotal+24.75
Usefulness Multiplierx1.13
Final Score+28

Project Details

Project URL
Description
Secure Data Collaboration and Computation for the most innovative companies. Pyte (formerly known as CipherMode Labs) is a secure data collaboration solutions provider. The company’s cutting-edge technology allows marketers and data providers to collaborate, match and run computations on encrypted data without decryption at any point in the data lifecycle. Our technology enables enterprises to seamlessly leverage their data across cloud environments, partners, and jurisdictions while remaining privacy compliant and protecting against data breaches. Pyte’s proprietary secure multiparty computation (SMPC) cryptographic technology is based on a decade of academic research by Pyte’s co-founders Sadegh Riazi, CEO, and Ilya Razenshteyn, CTO. The company’s technology enables end-to-end encryption data collaboration software unlocking perfectly secure communication of data between two or more enterprises without ever having to move or share PII on consumers.

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