Proof of Usefulness Report

Peelback Ltd.

Analysis completed on 3/8/2026

+53
Proof of Usefulness Score
You're In Business

Peelback Ltd (associated with Cobo Creative) appears to be a legitimate early-stage project with a verifiable value proposition: translating complex medical research for non-expert audiences. The project claims Innovate UK funding, which aligns with its status as a prototype-phase B2B tool. However, the submission itself is of extremely low quality, featuring hyperbolic and demonstrably false claims (e.g., 'most people have used my product', 'audience reach: everyone') and nonsensical metrics ('marketcap: 500000', likely referring to a grant amount or valuation). While the underlying problem-solution fit is strong, the project's score is heavily penalized by the lack of credible evidence provided in the submission and the unprofessional presentation.

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Score Breakdown

Real World Utility+85.0
Audience Reach Impact+20.0
Technical Innovation+60.0
Evidence Of Traction+25.0
Market Timing Relevance+80.0
Functional Completeness+10.0
Subtotal+49
Usefulness Multiplierx1.08
Final Score+53

Project Details

Project URL
peelback.ai
Description
Peelback is an AI platform that transforms full medical research papers into clear, engaging content quickly. We help universities and researchers translate complex research into simplified summaries, stories, and visual formats that are easier to share with: - Funders - Policymakers - Industry partners - Patient groups - The wider public Why? Because powerful research deserves to be understood—and acted on. Whether you're preparing for REF, trying to reach a non-academic audience, or looking to share breakthroughs with real-world partners, Peelback makes it easier. We recently completed a working prototype—funded by Innovate UK—and are now developing the full platform. We're actively seeking: 🔹 University partners to co-design and pilot the platform 🔹 Strategic investors to help us accelerate development and growth Used by university comms teams, research impact leads, and medical researchers. Built for speed, clarity, and meaningful research impact. 📍 Based in the UK 📩 Let’s talk: hello@peelback.ai 🌐 Learn more: www.peelback.ai

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