Practice
Translating policy and research into operating rules teams can use every day.
About
About Kanav Jain
Product and systems leader helping teams ship safer products with clearer decisions and steadier execution.
Map your decision bottlenecks
Email with your goals and timeline for a fastest response.
Perspective
Neurodiversity-informed design that protects operators and end users alike.
Leadership
Collaborative partner to founders and healthcare AI teams shipping accountable products.
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About Kanav
About
Credibility overview
I'm a product and operations leader helping healthcare and AI teams make safety, escalation, and workflow ownership concrete enough to survive real operating pressure.
I’ve worked inside systems that spoke fluently about safety, ethics, and care—while relying on workflows that failed under pressure. Over time, it became clear that values language without operational mechanisms doesn’t prevent damage; it just hides it.
I don’t trust principles unless they are backed by constraints that shape behavior, expose state, and make deferral expensive. Bindingness is when a system actually changes what happens—for example, an escalation clock that auto-routes after 48 hours instead of letting a request sit “in review.” My practice exists to close that gap.
My experience as a late-diagnosed autistic operator is the original fieldwork behind this methodology: I design systems for non-standard users first, then verify that escalation paths, defaults, and documentation stay usable when teams are tired, overloaded, or outside the expected profile.
Selected organizations and domains
- Doximity
- Andwise
- Healthcare AI
- Clinical operations
- Patient safety
- Accessibility
Selected proof points
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Doximity
Led Doximity Dialer, now supporting 100M+ patient–clinician connections.
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Andwise
Co-founded the company and built physician financial-wellness products with a 60-member medical advisory board.
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Operating focus
Advises teams on clinical evaluations, incident review, overrides, appeals, and escalation paths that still hold under load.
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Design stance
Brings lived neurodiversity, accessibility practice, and patient-safety discipline into product decisions.
Timeline and context
Use the milestones to navigate the full background once.
The paragraphs below are the primary chronology; the slider helps you jump to each chapter quickly.
Engineer lens
Outcome: brittle escalation logic becomes a ship-ready specification with owners, SLAs, and rollback rules.
Case example: translated incident findings into release criteria that reduced repeat triage errors in the next sprint cycle.
Founder lens
Outcome: leadership alignment shifts from abstract values to explicit operating decisions and constraints.
Case example: installed weekly decision records that made cross-functional choices visible and shortened approvals from days to same-day sign-off.
Theorist lens
Outcome: policy and ethics claims are converted into controls teams can inspect, test, and correct mid-operation.
Case example: reframed a governance principle into an escalation clock and override protocol used in production reviews.
I'm a product and operations leader helping healthcare and AI teams make safety, escalation, and workflow ownership concrete enough to survive real operating pressure.
I chose to leave med school and joined the early team at Doximity, where I led Doximity Dialer, now enabling 100M+ patient–clinician connections.
I later co-founded Andwise with Dr. Varun Verma and served as CEO, building physician financial-wellness products with a 60-member medical advisory board. That work taught me how hard it is to make patient safety, privacy, and reliability real in production.
I received my autism diagnosis in 2024. My advocacy for neurodiversity and cognitive justice shows up in how I design: clear defaults, explicit escalation paths, and systems that don't require charm or stamina to be treated fairly.
Accessibility is part of safety: screen reader checks, reduced motion, and plain-language summaries are part of the operating spec, not polish added later.
Outside of work, I married Aditi Mukund in 2025 (ad1ti.com), and we spend most evenings being supervised by our cats, Selene and Apollo.
Milestones
Key moments that map the narrative to specific chapters.
Guiding principles
Designing for a less coercive future
I translate research on neurodiversity, patient safety, and market dynamics into actionable product moves.
Care as default
Build flows that reduce cognitive load, respect consent, and widen participation instead of gatekeeping it.
Evidence over lore
Pair qualitative fieldwork with quantitative telemetry to replace harmful heuristics with measurable care outcomes.
Trustworthy automation
Keep humans in the loop with explainable AI, handoffs that feel human, and quality guardrails for sensitive decisions.
Research
Selected investigations
Research highlights
Patterns from field observation, policy analysis, and product testing to keep systems correctable during live operations.
Community leadership
Mutual aid & mentorship
Community leadership
Spaces where I practice shared stewardship and build infrastructure for neighbors and peers.
Education
Foundations
Education
Grounding in biomedical engineering and systems-minded business leadership.
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B.S. Biomedical Engineering (with honors) · Georgia Institute of Technology
Human-centered clinical systems, pairing biomechanics and design research to make care safer and more accessible.
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MBA · NYU Stern School of Business
Finance and technology focus, paired with product leadership in regulated markets and accountable governance.
Connect
Connect
Find me on the platforms where I'm most active.