Senior clinical judgment for digital rehab and physical therapy applications
This service is designed for teams building digital rehabilitation products who need experienced clinical perspective before launch or scale.
Rehab apps fail at scale because they encode clinical assumptions that don't hold in the real world. AI systems over-assume adherence, misread pain responses, and expect linear progression that rarely occurs.
Most app teams discover these flaws through user churn, negative reviews, or worse—actual harm. Technical founders often lack the clinical intuition to anticipate where their logic will break.
A senior clinical review brings 30 years of real-world rehabilitation experience to your product before users encounter problems your team couldn't foresee.
This review provides senior clinical judgment to help you identify risks. It does not validate your app's efficacy or serve as a clinical endorsement.
Every review follows a structured format designed for actionable product insights.
App Reviewed: [App Name] v2.3
Target Users: Adults with knee osteoarthritis seeking home exercise guidance
Core Function: AI-guided daily exercise program with progress tracking
Pain Model: App uses 1-10 pain scale input to adjust intensity. [Clinical assessment of this approach]
Adherence Logic: [Analysis of how app handles missed sessions]
Progression Algorithm: [Evaluation of advancement criteria]
User Variability: [Assessment of personalization depth]
Critical Gap: [Primary clinical concern]
Edge Cases: [User scenarios the app may not handle well]
Overgeneralization Risk: [Where one-size-fits-all fails]
[Specific decision points that should not be fully automated]
Strengths: [What the app does well clinically]
Priority Concerns: [Ranked list of issues to address]
Recommendations: [High-level guidance]
This review reflects senior clinical judgment based on experience and is not patient-specific medical advice, a certification, or a guarantee of outcomes.
Tell us about your app and what you'd like reviewed.