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AI application development

Production AI systems built with proven architectures—RAG, agents, hybrid systems—designed for HIPAA compliance, FDA pathways, and long-term maintainability.

We build AI applications that integrate into real operations.

AI Application Development at Toboggan Labs means designing, building, and deploying production systems where AI capabilities solve specific business problems. We work across the full stack—from prompt engineering and retrieval architectures to API design and regulatory documentation—to ship applications that healthcare teams actually use.

Toboggan Labs builds production systems with established models, proven architectures, and clear deployment paths. Our work accounts for HIPAA compliance, FDA pathways when required, and the reality that most healthcare systems change slowly.

The outcome: AI applications that reduce costs, improve clinical workflows, or enable entirely new capabilities—deployed and maintained by your team.

How we work

What we believe

1

AI applications should be evaluated like any other software.

Speed, accuracy, cost, and user satisfaction matter more than model sophistication. We measure what we ship, not what we demo.
2

Healthcare AI requires different engineering practices.

You can't deploy-fast-and-break-things when the output affects patient care or regulatory compliance. We design systems with explicit boundaries, comprehensive testing, and audit trails.
3

The best AI architecture is often the simplest.

We start with established models and proven patterns before considering custom training or experimental approaches. Complex systems are harder to validate, harder to maintain, and harder to get through regulatory review.
4

Your team will own this long after we're gone.

We document architecture decisions, write maintainable code, and transfer knowledge continuously so that your team can extend and modify the system independently.

FAQs

Most engagements run 3-6 months from requirements through production deployment. Projects requiring FDA documentation or complex EHR integrations can extend past 12 months. We deliver working increments every 1-2 weeks, so you see progress continuously rather than waiting for a final reveal.

Ready to build?

Let’s talk. No matter what stage you’re at, we’re happy to discuss your project.
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