Practical strategy. Human-centered systems. Better decisions for teams and patients.

I help health-tech teams make faster, safer decisions in clinical AI workflows.

As teams grow, unclear ownership creates bottlenecks, rework, and avoidable risk.

I clarify who decides, who can override, and who responds when something breaks.

  • Every decision has a named owner
  • Every change has an adoption path

At a glance: I turn policy into day-to-day operating rules teams can use under pressure.

Portrait of Kanav Jain
Clinician-in-the-loop review A clinician and model co-review moment showing human judgment staying in control.
Human oversight Clinician-in-the-loop review

Evidence

Selected outcomes and delivery evidence

Selected outcome Doximity Dialer: 100M+ patient–clinician connections with HIPAA-conscious trust design See how it worked in practice →
Selected evidence and operating credentials
Scale in regulated environments 100M+ patient–clinician connections with trust controls in production
Selected organizations Georgia Tech BME · NYU Stern MBA · Epic · Doximity · Transcarent
Operating focus Director-level care ops and compliance-aware product leadership

Writing

Latest writing

Plain-language essays and operator notes from shipping healthcare workflows under load.

Contact

If you'd like to continue, here's one way forward.

Share the bottleneck you're facing, and I'll reply with a practical first step.