Healthcare product operator.

I help healthcare teams make hard decisions safely.

From Epic to NextConsensus, I work on healthcare products that help teams make hard decisions safely.

Right now I'm building NextConsensus—evidence briefs for committee decisions today, decision-window intelligence for disputed healthcare claims tomorrow.

I also write about systems, burden, and neurodiversity at Ethotechnics and The Crumple Zone.

  • Writing about systems, burden, and neurodiversity at Ethotechnics and The Crumple Zone

At a glance: I help teams build healthcare workflows that protect the people doing the work. Less friction, clearer responsibility, fewer things falling through the cracks.

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

Evidence

Selected outcomes and delivery evidence

Selected outcome Doximity Dialer: 300K+ clinician users See how it worked in practice →
Selected evidence and operating credentials
Patient reach Led Doximity Dialer from early product to 300K+ clinician users. Built trust signals teams could see and verify.
Executive experience Founder & CEO at Andwise. Director-level leadership at Doximity and Transcarent.
Ecosystem work Built Andwise with a medical advisory board of over 50 physicians. Mentor founders via Techstars Northwestern Medicine.
  • Epic

    Mapped policy limits into practical decision support without overwhelming clinical teams

    View experience →
  • Doximity Dialer

    HIPAA-conscious caller ID workflow that reduced routing friction

    View case study →
  • Transcarent

    Care navigation systems with reliable handoffs

    View case study →

Current company

Current company: NextConsensus

A direct snapshot of what is shipping now, who it serves, and what remains under validation.

What it does: Evidence briefs for healthcare committee decisions.

Who it is for: Healthcare operators, clinical leadership, and risk teams working under regulatory pressure who need decisions they can explain.

What proof exists now

  • Evidence review methodology for coverage, formulary, and regulatory decisions
  • Producing briefs while building toward decision-window intelligence

What is still under validation

  • What the product should do
  • How to scale from briefs to intelligence

Active ventures & R&D

Building what comes next, not only reflecting on what shipped

Current projects focused on decision infrastructure, resilience, and accountable clinical support under uncertainty.

In development

NextConsensus

Evidence briefs now. Intelligence later.

  • Evidence reviews for coverage, formulary, and regulatory committee decisions
  • Decision-window intelligence for disputed healthcare claims
Visit NextConsensus →

Early exploration

Whether

An idea: turn macroeconomic signals into practical rules so teams adapt their risk posture before problems compound. Not a company yet.

  • Signal translation from macro conditions to team-level limits
  • Real-time rule updates for systemic resilience
Visit Whether →

Systems research & field notes

Frameworks for behavior that stays understandable and fixable

From Ethotechnics to production policy design, this work shows how teams make system behavior visible, diagnosable, and correctable under real-world pressure.

Systems framework

Ethotechnics

A method for mapping burden, system behavior, and failure transfer so teams diagnose and repair faster.

Explore framework →

Field writing

The Crumple Zone

Essays and operator notes on system behavior, escalation design, and the ethics of automated systems.

Read essays →

Policy proposal

Proof-Based Governance for Algorithmic and Automated Systems (v1.2)

A proposal for making automated decisions understandable, reviewable, and fixable in production.

v1.2 · April 2026 · Policy draft

Review proposal context →

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.

Tell me the single change most likely to unblock progress, and I’ll recommend the next move.