Proof of Usefulness Report

Institute for Ethical AI, Oxford Brookes University

Analysis completed on 3/7/2026

+5
Proof of Usefulness Score
You're In Business

The submission contains severe discrepancies and unverifiable claims. While the 'Institute for Ethical AI' at Oxford Brookes is a legitimate entity, the project name 'DeepClaw' (typically a separate robotics benchmark) does not match the description. The claim that 'most people have used my product' is demonstrably false for a specialized academic institute. The launch date (1865) and revenue figures are erroneous. The submission appears to be a low-quality test or student entry with conflicting data.

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Score Breakdown

Real World Utility+2.50
Audience Reach Impact+0.00
Technical Innovation+0.00
Evidence Of Traction+0.00
Market Timing Relevance+2.50
Functional Completeness+0.00
Subtotal+5
Usefulness Multiplierx1.08
Final Score+5

Project Details

Project URL
Description
The Institute for Ethical AI seeks to help organisations develop ethical and trustworthy intelligent software solutions for their business challenges. We test, validate and verify AI systems to ensure that they are fit for purpose and we help organisations use and interpret their data wisely and ethically. In our experience, simple improvements in data analysis can lead to substantial profit increments. We have a large team of subject specialists who understand your sector and can provide expert advice on how to gain maximum value from your data. We analyse data sets and systems for bias, interpretability, brittleness and robustness. We carry out risk analysis and classification to understand which restrictions and controls should be applied. We develop bespoke Artificial Intelligence solutions for organisations.

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