Independent reviews for healthcare-AI products
Practical clinical-safety and content reviews for healthcare-AI startups, digital-health teams, and pediatric product builders.
Latest reviews
Why Accurate Medical Content Is Not Enough for a Safe AI Product
Teams building healthcare AI usually do one thing well: they check the medical content. Clinical reviewers read the chatbot’s answers, verify them against guidelines, and sign off. The content is accurate, so the product must be safe. That reasoning feels solid — and it is incomplete in exactly the way that hurts patients. Accuracy is…
Preparing Your Healthcare-AI Prototype for an Independent Clinical Review
Preparing Your Healthcare-AI Prototype for an Independent Clinical Review An independent clinical review is one of the most valuable things a healthcare-AI founder can commission before launch — but only if the prototype is prepared for it. Reviewers work with what you give them: the clearer your intended use, your content sources and your known…
What a Medical Reviewer Notices During the First Ten Minutes of Testing
What a Medical Reviewer Notices During the First Ten Minutes of Testing First impressions are clinical data. When a medical reviewer opens a health-tech product for the first time, the first ten minutes reveal most of what matters: how the product positions itself, how it handles uncertainty, and whether safety was designed in or bolted…
How to Evaluate AI-Generated Patient Instructions
How to Evaluate AI-Generated Patient Instructions AI models can draft patient instructions in seconds: how to take a medicine, how to prepare for a procedure, what to do after discharge. The drafts read well, which is exactly the problem — fluent text is easy to approve without reading closely, and patient instructions are one of…
Seven Pediatric Risks Adult-Focused Digital-Health Teams Commonly Miss
Seven Pediatric Risks Adult-Focused Digital-Health Teams Commonly Miss Most digital-health products are designed for adults first. When the same product is used for children — or by the parents and carers acting for them — assumptions that were harmless in an adult context quietly become safety risks. Teams that have never built for paediatrics rarely…
Ten Clinical-Safety Checks Before Launching a Healthcare Chatbot
Ten Clinical-Safety Checks Before Launching a Healthcare Chatbot A healthcare chatbot can answer appointment questions, support pre-visit preparation and share patient education at any hour. It can also produce confident, well-written advice that is wrong — and patients will act on it as if a clinician said it. The difference between a useful tool and…
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Clinical AI Safety
Independent safety checks and risk reviews for clinical chatbots and AI features.
Pediatric Digital Health
Guidance for teams building digital-health products used with children and families.
Medical Content & Communication
Reviews of patient-facing content, instructions and health-literacy quality.
Health-Tech Product Reviews
Hands-on testing notes on health-tech products from a medical reviewer’s perspective.
Founder Guides
Practical guides for healthcare-AI founders preparing products for independent review.