Proof of Usefulness Report

Healioscan

Analysis completed on 2/3/2026

+2
Proof of Usefulness Score
You're In Business

The project appears to be a conceptual proposal or a test submission with significant discrepancies. No public evidence exists for 'Healioscan' or the 'PAMLEE' model. The submission claims a 2004 launch date while referencing AI technologies (BioBERT, SHAP) developed much later (2017+). The claim that 'most people have used my product' is demonstrably false and serves as a major red flag, resulting in a near-zero score.

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Score Breakdown

Real World Utility+20
Real World Utility Details+2.5
Audience Reach Impact+0
Audience Reach Impact Details+0.0
Technical Innovation+10
Technical Innovation Details+0.75
Evidence Of Traction-20
Evidence Of Traction Details-2.5
Market Timing Relevance+20
Market Timing Relevance Details+1.0
Functional Completeness+10
Response Quality Details+0.25
Subtotal+2
Usefulness Multiplierx1
Final Score+2

Project Details

Project URL
Description
HealioScan | AI-Driven Multimodal Cancer Diagnostics for Early Detection HealioScan is a precision healthtech company developing the PAMLEE™ Model—an explainable, HIPAA-compliant AI system for early cancer detection across imaging, clinical, and genomic data. Rooted in real-world oncology challenges and inspired by personal loss, our mission is to make deadly cancers like pancreatic, lung, and breast cancer more detectable at earlier, more treatable stages. PAMLEE (Pan-cancer AI Multimodal Learning and Explainability Engine) supports multiple cancer types using shared model components, fine-tuned for each disease. The PAMLEE platform: * Uses multimodal AI (imaging, clinical text, genomics) for accurate diagnostics * Employs explainable AI techniques (SHAP, Grad-CAM, TCAV, BioBERT attention) * Generates synthetic data to address underrepresented subtypes * Offers non-engineer workflows so clinicians can manage and update models with ease * Integrates seamlessly into the HealioScan.com HIPAA- and FDA-aligned web platform * Supports regulatory readiness for Software as a Medical Device (SaMD) HealioScan isn’t just innovating—we’re operationalizing deep tech into clinical workflows that are intuitive, explainable, and lifesaving. By making cancer visible earlier and actionable faster, we empower physicians and bring new hope to patients. HealioScan – Healing begins with intelligent insight. ---

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