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.
Five steps, start to finish.
Discovery
Is AI right for your problem, and what is the best solution direction?
Roadmap
A concrete, milestoned development plan with cost estimates.
Build
A working, validated model built from your data.
Integrate
Embedded into your product, with applied research support.
Monitor & Advise
Ongoing monitoring, maintenance, and fractional 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 daysRoadmap
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).
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 QuoteFixed-fee engagements, scoped from your Roadmap after a Discovery conversation.
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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