Escalation quality · operator reliability · accountable delivery

Discuss an engagement with Kanav via email

Clear ownership. Shared buy-in. Calm escalations. Decisions teams can trust.

I help health-tech and AI teams make better decisions as complexity grows.

As teams scale, unclear ownership can quietly slow teams down.

I clarify decision rights, escalation paths, and recovery roles when teams are moving quickly.

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

Engagement snapshot: I design clear operating rhythms so teams can align quickly and resolve issues early.

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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.

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Updated Feb 2026 · 282 total essays

Topics

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