Proof of Usefulness Report

Cambridge Quantum

Analysis completed on 1/16/2026

+639
Proof of Usefulness Score
Category Standard

Project represents Cambridge Quantum (now Quantinuum), a verified global leader in quantum software with unicorn status and significant enterprise partnerships (Honeywell, IBM). However, the submission quality is extremely poor, featuring unprofessional placeholder data ('ShadowClaw', 'most people have used my product') and verifiable falsehoods regarding user reach. The score reflects the massive real-world value of the underlying entity, heavily penalized by the low-effort and inaccurate submission details.

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Score Breakdown

Real World Utility+2
Audience Reach Impact+2
Technical Innovation+1
Evidence Of Traction+2
Market Timing Relevance+1
Functional Completeness+0
Subtotal+666
Usefulness Multiplierx0.96
Final Score+639

Project Details

Description
Cambridge Quantum (CQ) is a global leader in quantum computing. Our software helps our partners, collaborators, and clients to solve the most difficult problems in their industries through quantum computing. Our focus is in the areas of quantum chemistry, quantum machine learning, quantum algorithms and quantum encryption.
Audience Reach
everyone
Target Users
everyone
Technologies
Quantum Computing, Machine Learning, Software Development
Traction Evidence
most people have used my product

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