Proof of Usefulness Report

Esdha

Analysis completed on 3/7/2026

+83
Proof of Usefulness Score
You're In Business

Esdha addresses a critical and immediate market need (EU AI Act compliance) with verifiable B2B utility. External search confirms the project is a legitimate boutique consultancy (based in the UK) with high-value partnerships (DataCamp, Ashurst) and thought leadership presence. However, the submission quality was extremely poor, containing false claims about reach ('everyone') and nonsensical metrics ('marketcap: 50000'). While the real-world utility and timing are exceptional, the score is constrained by its service-based nature (low technical scalability) and the inaccurate submission data.

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Score Breakdown

Real World Utility+33.75
Audience Reach Impact+3.00
Technical Innovation+6.00
Evidence Of Traction+15.00
Market Timing Relevance+15.00
Functional Completeness+0.25
Subtotal+73
Usefulness Multiplierx1.14
Final Score+83

Project Details

Project URL
Description
We are successfully delivering AI literacy training programs to providers and deployers of AI systems, resulting in improved awareness and understanding of AI concepts, regulations, and responsible AI best practices. We are collaborating with government agencies and public institutions to develop and implement AI literacy initiatives aligned with the requirements of the EU AI Act, contributing to responsible AI governance and compliance. 🟢 EU AI ACT AI Literacy Services 🔸 Customised AI Literacy Programmes: Tailored to meet clients' needs, including providers, deployers, and affected persons, enabling informed decisions regarding AI systems. 🔸 Interactive Training Workshops: Live sessions, seminars, and online courses covering AI fundamentals, ethical considerations, responsible AI principles, and EU AI Act regulatory compliance. 🔸 Industry-specific Training: Focused on finance, insurance, healthcare, and public services to drive AI adoption responsibly and foster collaboration for building trustworthy AI. 🔸 AI Education and Skill Development: Advocating for the importance of AI literacy education and skill development in preparing individuals and organisations for the AI-driven future, focusing on continuous learning and upskilling initiatives. 🟢 We Help Clients Who Are: 🔸Providers and Deployers of AI Systems: Organisations that develop and deploy AI systems are required by the EU AI Act to ensure sufficient AI literacy among their staff and other individuals involved in the operation and use of AI systems. 🔸Companies Subject to AI Regulation: Businesses operating in sectors heavily regulated by the EU AI Act, such as finance, healthcare, transportation, and public services. 🔸Government Agencies and Public Institutions: Government entities responsible for implementing AI policies and regulations, as well as public institutions that use AI systems for public services.

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