Proof of Usefulness Report

Aival

Analysis completed on 3/6/2026

+56
Proof of Usefulness Score
You're In Business

Aival is a verifiable B2B healthcare startup (aival.io) with a high-utility mission to validate medical AI. External search confirms seed funding (~$1.5M+) and partnerships (e.g., Blackford Analysis). However, the project submission itself contains severely inaccurate data—claiming 'everyone' as the audience and 'most people' as users, while inflating team size (claimed 30 vs. actual ~4-8). These false claims necessitate heavy penalties on Reach and Traction quality factors, resulting in a low score despite the legitimate business model.

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Score Breakdown

Real World Utility+27.0
Audience Reach Impact+6.4
Technical Innovation+9.0
Evidence Of Traction+7.5
Market Timing Relevance+9.0
Functional Completeness+0.5
Subtotal+59.4
Usefulness Multiplierx0.95
Final Score+56

Project Details

Project URL
Description
Aival provides software for the evaluation and monitoring of healthcare imaging AI products. Using our software, clinicians and decision-makers can evaluate different products quickly and choose the ones which offer greatest clinical benefit for their patients. Once an AI product is deployed, our software can monitor its performance, ensuring benefits are maintained and formalising reporting for post-market surveillance. Contact us at info@aival.io

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