Proof of Usefulness Report

Eaglesfield Adversarial AI

Analysis completed on 3/9/2026

+35.65

Proof of Usefulness Score

You're In Business

Eaglesfield Adversarial AI is a consultancy focusing on chatbot integration and ML forecasting. While the project offers genuine real-world utility by implementing established AI models for businesses, its credibility is severely undermined by highly exaggerated and unverified traction claims ('most people have used my product', 'all time marketcap: 500000', 'everyone' for reach). Consequently, quality multipliers for reach, traction, and response quality were penalized to 0.5. The score reflects a small service agency with minimal verifiable product scale.

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Score Breakdown

Real World Utility+16.25

Audience Reach Impact+0.50

Technical Innovation+4.50

Evidence Of Traction+1.25

Market Timing Relevance+8.00

Functional Completeness+0.50

Subtotal+31

Usefulness Multiplierx1.15

Final Score+36

Project Details

Project URL

eaglesfield.ai

Description

Make your data do the heavy lifting. We can help you discover new, valuable insights, build forecasts using machine learning, or build a chatbot interface to query your own data in plain English. Talk to us about unlocking the potential that your data holds to accelerate your business. We have implemented AI solutions for retail, construction and broadcast media clients. Whether you want to automate your lead generation, increase customer service efficiency or summarise the daily news to produce a bespoke newsletter, Eaglesfield AI can help you design and implement your solution. We also develop customer facing chatbots. Chat bot assistants can be used as customer-facing sales, service and advice bots, or they can be used interally to help you analyse business reports and big data. Eaglesfield AI provide consultancy on integrating chatbots with your data sources and gathering deeper, actionable insights We have helped companies implement customer-facing conversational AI (CAI) models, such as Copilot, GPT4o, Gemini and BERT to automate their business goals.We're UK based, in Birmingham, but we've also worked with clients in Australia, Hong Kong and the USA on digital transformation and big data projects.

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