Confidential Intake
We start with an NDA, private discovery, and a clear definition of the problem, users, workflow, and intended demo.
Physician-led AI software prototyping
Build the demo before you build the company.
White Coat AI Labs helps physicians, surgeons, and medical groups turn AI/software ideas into practical, non-production prototypes through feasibility review, compliance-aware planning, fixed-fee development, and demo handoff.
NDA-first
Software-focused
Non-production prototypes
Fixed-fee builds
The clinical insight is yours
From medical idea to working AI prototype.
Most clinicians can see the workflow problem clearly. The hard part is knowing whether the idea is technically feasible, what compliance issues might matter, and how to create a credible first demo without wasting months or hiring the wrong team. That is where we come in.
How it works
A focused path from idea to handoff.
Feasibility Brief
You receive a practical assessment of technical difficulty, data needs, AI approach, compliance considerations, and prototype scope.
Fixed-Fee Build
If there is a strong path forward, we build a focused, non-production prototype using synthetic, de-identified, or non-PHI sample data.
Demo Handoff
You receive a private demo environment, documentation, limitations, walkthrough, and a next-step roadmap for development or fundraising.
What we build
Practical AI software concepts for real clinical workflows.
We focus on software prototypes, not hardware, medical devices, or production clinical decision support. The goal is to help you create a credible first version of the idea so you can test, pitch, refine, or hand off the concept intelligently.
- AI workflow demos for practices and medical groups
- Clinical documentation and note-generation prototypes
- Patient education and communication concepts
- Referral triage, intake, and admin workflow tools
- Research, literature, and data organization assistants
- Specialty-specific AI software proof-of-concepts
Who it is for
Built for clinicians who know the problem but need help creating the first version.
White Coat AI Labs works with physicians, surgeons, medical groups, founders, and clinical operators who want to understand whether an AI/software idea is worth building — and then move quickly to a credible prototype.
Responsible scope
Prototype-first. Compliance-aware. Clear boundaries.
What we do
Feasibility review, workflow mapping, prototype scoping, AI architecture, non-production software demos, private deployment, and handoff documentation.
What we do not do
We do not provide diagnosis, treatment recommendations, FDA-cleared software, production clinical decision support, or formal legal/regulatory opinions.
Data policy
Prototype work uses synthetic, de-identified, or non-PHI sample data unless a separate written agreement and appropriate safeguards are in place.
Request a private review
Tell us what you are trying to build.
We accept a limited number of physician and medical group engagements each quarter to keep the work focused and individualized.
Submissions are screened before any discovery call is scheduled. Please do not include PHI or confidential patient details.