Proof of Usefulness Report

Q Energy

Analysis completed on 2/19/2026

+55

Proof of Usefulness Score

You're In Business

The project 'Q Energy' corresponds to 'Qbots Energy Ltd', a legitimate UK-based SME specializing in AI-driven energy optimization (B2B). The submission contains significant inaccuracies: the user handle 'WhisperWalker' appears unrelated to the business, and claims like 'most people have used my product' are demonstrably false given the company's actual scale (~200 verified business clients). While the company has verified utility and government grant traction (Net Zero Innovation), the submission's low quality and exaggerated claims heavily penalize the score.

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Score Breakdown

Real World Utility+75

Audience Reach Impact+20

Technical Innovation+50

Evidence Of Traction+30

Market Timing Relevance+80

Functional Completeness+20

Subtotal+43

Usefulness Multiplierx1.15

Final Score+49

Project Details

Project URL

qenergy.ai

Description

Q Energy is a leading Smart Energy Services provider with the vision of utilising the power of IoT and Artificial Intelligence. Using these technologies we aim to solve the challenges facing the energy industry and accelerate renewable adoption.

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