Topography

Expert validation for AI in healthcare.

Topography is clinical validation infrastructure for AI in healthcare. Pre-launch validation, ongoing performance review, and the evidence buyers and regulators ask for — built into your product cycle.

For Technologists

You build the model. We make sure it works.

Topography manages the validation, evaluation, and ongoing clinical review behind healthtech products that have to be right the first time. Measure real-world efficacy, surface where the model breaks, and produce the evidence that sets your product apart.

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For physicians and scientists

You are board-certified, in active practice, and want serious work between cases.

Standing panels, fair rates, real protocols, named authorship where it’s earned. We do not run unpaid screening calls and we do not sell your contact information.

Apply to the network

What clinical validation looks like with Topography.

01

Accreditation

A standing roster of ABMS-board-certified physicians, RDs, PharmDs, and clinical PhDs — credentialed, contracted, COI-cleared, and paid at fair-market value. We run scheduling, engagement letters, and disbursement so the validation work itself can move at clinical speed.

02

Validation & adjudication

Multi-reader review against a pre-registered protocol. Inter-rater reliability reported, disagreements adjudicated rather than averaged. Output suitable for an FDA submission, a pilot contract, or a peer-reviewed paper.

03

Physician-graded labels & endpoints

Ground-truth labels for training and evaluation sets, endpoint design, and labeling rubrics authored alongside your clinical lead. Plus advisory access to the same panel — physicians, RDs, PharmDs, and clinical PhDs — for the calls that surround the work.