Model evaluation
Per evaluation set
Physician grading of model responses to real-world health questions, scored against clinical-quality and safety measures. Each judgment cites the source it rests on.
Worldborne Medical is a physician-led consultancy. Organizations bring us the work where being wrong is expensive — a document, a launch, an institution — and it is verified against primary sources before it ships. Scoped and billed per item. No retainers.
It is held to the same standard. Since 2023, Dr. Thomas A. Hatzilabrou, M.D., has graded, audited, and stress-tested AI systems on clinical and life-science questions. Worldborne now brings that work to teams building and deploying health AI.
Physician grading of model responses to real-world health questions, scored against clinical-quality and safety measures. Each judgment cites the source it rests on.
Expert-level problems built to expose reasoning failures in frontier models, in text and image-grounded formats. Each problem ships with a stepwise golden solution, calibrated distractors, and a failure-mode classification.
Clinical accuracy and consumer-safety review of AI-generated health content before it publishes. Claims are checked against current literature and returned as a redline.
Physician review of clinical-safety standards, AI accuracy, and patient-facing content for AI-powered care products.
Founder’s record since 2023: 250+ clinical evaluation projects, hundreds of physician-level model assessments, and work with nine AI organizations.
A single item, reviewed and returned. Promotional copy, HCP-directed materials, patient-facing content, protocols — anything carrying a clinical claim. Each item comes back as an annotated redline with a Findings & Recommendations Brief, claims checked against current literature and flagged before they become liabilities.
Original work produced under a physician byline. Commissioned whitepapers, launch content, educational series — citation-backed and delivered print-ready, built for the clinicians, pharmacy buyers, and decision-makers who read past the abstract.
The whole organization, examined against the record. Governance, public filings, federal quality data, funding readiness. Every finding is cited to a primary source and maintained in a Verification Ledger, so leadership decisions rest on facts that survive scrutiny.
This is not a menu. If the work turns on whether a health claim is true, it is in scope.
1 Every claim in a Worldborne deliverable is checked against a primary source — clinical literature, federal data, or public filings — and cited in place. What cannot be verified does not ship. Deliverables arrive with their sources attached, so nothing has to be taken on faith.
Physician-authored launch whitepapers for a national FDA-registered 503B outsourcing facility, delivered print-ready with full source ledgers.
A source-verified strategic audit of a three-hospital rural health system — governance, technology landscape, and federal funding readiness.
Consumer health writing and editorial medical review across device, legal, and digital-health platforms.
Tell us what needs to be accurate. We'll define the deliverables, put a fixed fee on each, and get to work.