Services & Process

A structured path from first assessment to deployed solution.

Discovery → Roadmap → Build → Integrate → Monitor & Advise. Every engagement follows the same structured path, with specialized support along the way for regulatory strategy, publications, patents, and NIH/SBIR grants.

How We Engage

Five steps, start to finish.

Most AI projects don't stall on a bad model. They stall in the handoffs, between clinical need and data, between validation and workflow. Each step below exists to hold one of those handoffs.
1

Discovery

Is AI right for your problem, and what is the best solution direction?

2

Roadmap

A concrete, milestoned development plan with cost estimates.

3

Build

A working, validated model built from your data.

4

Integrate

Embedded into your product, with applied research support.

5

Monitor & Advise

Ongoing monitoring, maintenance, and fractional advisory.

"The best first step is a Discovery engagement: a focused, fixed-fee assessment of whether AI is right for your problem and what the best solution looks like."
Phase 1 · Advisory

Discovery

A focused assessment of your problem and proposed solution: whether AI is the right approach, a high-level recommendation, review of relevant research and competing approaches, and a technical novelty assessment.

Credited toward Roadmap if started within 90 days

Roadmap

A concrete, actionable development plan: precise task definition, data requirements, relevant public datasets, a milestoned plan with cost estimates, and regulatory considerations (e.g. SaMD).

Phase 2 · Development

Build

Data cleaning, preprocessing, model development, and rigorous validation. You receive a documented, working model.

Integrate

Everything in Build, plus embedding the model into your product or pipeline, with applied research support for real-world edge cases.

Co-Develop

End-to-end ownership: raw data through deployed, validated solution embedded in your product. One team, one accountable partner.

Custom Quote

Fixed-fee engagements, scoped from your Roadmap after a Discovery conversation.

Ongoing Support

Model Monitoring & Maintenance

Performance monitoring, drift detection, retraining, and reporting for models we've delivered. Health AI models degrade over time. We make sure yours doesn't.

Fractional AI Scientific Advisor

Senior academic AI expertise embedded in your team: strategy, architecture review, research direction, and technical due-diligence support.

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