Proof of Usefulness Report

Ellogon AI

Analysis completed on 1/20/2026

+299
Proof of Usefulness Score
Gaining Momentum

Ellogon AI is a verified, high-potential MedTech startup (University of Amsterdam spin-off) developing CE-certified AI for cancer immunotherapy selection. While the project demonstrates high real-world utility and technical innovation (supported by €1M+ funding and pilot programs), the submission itself contained inaccurate and hallucinatory claims (e.g., 'most people have used my product', 'audience: everyone'). The score reflects the project's verified clinical potential and seed-stage traction, heavily penalized by the poor quality of the provided input data.

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Score Breakdown

Real World Utility+135.0
Audience Reach Impact+36.0
Technical Innovation+76.5
Evidence Of Traction+30.0
Market Timing Relevance+36.0
Functional Completeness+1.0
Subtotal+314.5
Usefulness Multiplierx0.95
Final Score+299

Project Details

Project URL
Description
Software to select the right cancer patients to be treated with immunotherapy

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