About

About Kanav Jain

Product and systems leader focused on regulatory risk containment and execution reliability in high-stakes software.

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About Kanav

About

Snapshot

  • Focus

    Healthcare AI safety, alignment-to-product translation, and safety cases that survive audits.

  • Current work

    Advising teams on clinical evals, incident review, overrides, appeals, and escalation paths that hold under load.

  • Investing

    Backing early-stage teams and pushing for operator-first product cultures that can scale.

  • Based

    Chicago · working with distributed teams.

I’ve worked inside systems that spoke fluently about safety, ethics, and care—while relying on procedures that made harm nobody’s job to stop. Over time, it became clear that values language without binding mechanisms doesn’t prevent damage; it just distributes it quietly.

I don’t trust principles unless they are backed by constraints that force decisions, log authority, and make deferral expensive. Bindingness is simply when a system makes decisions stick—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.

Abstract illustration of neurodiversity and inclusive design

Now

Partnering with post-PMF health and AI teams to reduce operational burden and make workflow ownership explicit.

Then

Built products inside clinical systems and founder-led companies, including Doximity Dialer (100M+ patient–clinician connections) and Andwise.

Why it matters

Lived neurodiversity and patient safety work keep my focus on humane defaults and accountability that sticks.

How I work

Translate risk into observable signals, design escalation paths, and keep every workflow auditable and accessible.

I'm a product and operations leader who works where healthcare workflows, escalation pressure, and clinical reality collide.

I left med school to join the early team at Doximity and led Doximity Dialer, now enabling 100M+ patient–clinician connections. I later co-founded Andwise with Dr. Varun Verma and served as CEO, building a mission-driven company for physician financial wellness with a 60-member medical advisory board—experience that keeps me grounded in what it takes to make patient safety, privacy, and reliability real in production.

Read more background

I received my autism diagnosis in 2024, and my advocacy for neurodiversity and cognitive justice shows up in how I design: clear defaults, explicit escalation, 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.

Outside of work, I married Aditi Mukund in 2025 (you can find her at ad1ti.com) and we spend most evenings being supervised by our cats, Selene and Apollo.

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Milestones

How key moments map to this journey.

  1. Read paragraph: Systems thinking roots
  2. Read paragraph: Doximity Dialer ships
  3. Read paragraph: Co-founded Andwise
  4. Read paragraph: The Crumple Zone expands

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 pairing fieldwork, policy, and product experiments to keep systems corrigible.

<details class="artifact-disclosure" > <summary class="artifact-disclosure-summary mono">Expand research highlights</summary> <div class="artifact-disclosure-body"><div class="artifact-grid"> <article class="artifact-card motion-card" data-animate="artifact" > <div class="artifact-meta"> <p class="hint">Doximity &amp; Transcarent</p> <p class="artifact-role">Applied research</p> </div> <div class="artifact-body"> <h3>Corrigible clinical AI</h3> <p class="artifact-summary">Paired clinician feedback with model guardrails and escalation pathways so triage and communication tools stayed steerable, measurable, and audit-ready.</p> <div class="pill-grid"> <span class="pill">Human-in-the-loop eval design</span><span class="pill">Clinical risk reviews</span><span class="pill">Reliability playbooks</span><span class="pill">Risk-based routing</span><span class="pill">Override instrumentation</span><span class="pill">Post-deploy monitoring</span> </div> </div> </article><article class="artifact-card motion-card" data-animate="artifact" > <div class="artifact-meta"> <p class="hint">The Crumple Zone essays</p> <p class="artifact-role">Applied research</p> </div> <div class="artifact-body"> <h3>Non-coercive documentation</h3> <p class="artifact-summary">Studied how evidence standards can retraumatize patients and reframed paperwork flows to center consent and clarity.</p> <div class="pill-grid"> <span class="pill">Field interviews</span><span class="pill">Policy synthesis</span><span class="pill">Accessible language</span> </div> </div> </article><article class="artifact-card motion-card" data-animate="artifact" > <div class="artifact-meta"> <p class="hint">Rough Draft &amp; Red Sea</p> <p class="artifact-role">Applied research</p> </div> <div class="artifact-body"> <h3>Founder governance rituals</h3> <p class="artifact-summary">Built facilitation templates and decision rituals that kept investors and founders aligned on safety, accountability, and non-extractive growth—even when incentives drifted.</p> <div class="pill-grid"> <span class="pill">Facilitated retros</span><span class="pill">Decision logs</span><span class="pill">Ethical risk reviews</span><span class="pill">Pre-mortems</span> </div> </div> </article><article class="artifact-card motion-card" data-animate="artifact" > <div class="artifact-meta"> <p class="hint">Memorial Sloan Kettering Cancer Center</p> <p class="artifact-role">Applied research</p> </div> <div class="artifact-body"> <h3>Thoracic surgery outcomes research</h3> <p class="artifact-summary">Co-authored thoracic surgery investigations on minimally invasive protocols and perioperative safety metrics for lung cancer patients.</p> <div class="pill-grid"> <span class="pill">Clinical data analysis</span><span class="pill">Protocol QA</span><span class="pill">Collaborative manuscript writing</span> </div> </div> </article><article class="artifact-card motion-card" data-animate="artifact" > <div class="artifact-meta"> <p class="hint">Georgia Tech Biomedical Engineering</p> <p class="artifact-role">Applied research</p> </div> <div class="artifact-body"> <h3>RNA folding energy landscapes</h3> <p class="artifact-summary">Built computational models comparing thermodynamic heuristics for RNA secondary structure to benchmark folding predictions against lab results.</p> <div class="pill-grid"> <span class="pill">Computational modeling</span><span class="pill">Energy minimization</span><span class="pill">Simulation benchmarking</span> </div> </div> </article><article class="artifact-card motion-card" data-animate="artifact" > <div class="artifact-meta"> <p class="hint">2011 ACS National Meeting &amp; Exposition</p> <p class="artifact-role">Applied research</p> </div> <div class="artifact-body"> <h3>Modeling biomaterial transport</h3> <p class="artifact-summary">Presented an ACS Symposium paper translating bench-scale transport modeling into design guidance for biomaterial devices.</p> <div class="pill-grid"> <span class="pill">Conference presentation</span><span class="pill">Simulation-to-design translation</span><span class="pill">Interdisciplinary collaboration</span> </div> </div> </article> </div></div> </details>

Community leadership

Mutual aid & mentorship

Community leadership

Spaces where I practice shared stewardship and build infrastructure for neighbors and peers.

<details class="artifact-disclosure" > <summary class="artifact-disclosure-summary mono">Expand community leadership examples</summary> <div class="artifact-disclosure-body"><div class="artifact-grid"> <a class="artifact-card motion-card" data-animate="artifact" href="https://bread.fm"> <div class="artifact-meta"> <p class="hint">2020–present</p> <p class="artifact-org">BREAD SF</p> <p class="artifact-role">Co-founder &amp; promoter</p> </div> <div class="artifact-body"> <h3>BREAD SF</h3> <p class="artifact-summary">Co-founded BREAD, a San Francisco party series for small clubs, building a creative identity and crew around bread.fm.</p> <ul class="artifact-highlights"> <li>Produced and promoted ~25 events with bookings, budgets, and venue coordination.</li><li>Built a team to shape the visual identity, ethos, and guest experience for each party.</li><li>Kept crowds and artists safe with clear agreements and inclusive door and floor norms.</li> </ul> <span class="artifact-link mono">Visit bread.fm</span> </div> </a><article class="artifact-card motion-card" data-animate="artifact" > <div class="artifact-meta"> <p class="hint">2023–present</p> <p class="artifact-org">The Crumple Zone</p> <p class="artifact-role">Founder &amp; editor</p> </div> <div class="artifact-body"> <h3>The Crumple Zone</h3> <p class="artifact-summary">Publishing essays and hosting salons on neurodiversity, algorithms, and civic systems to practice pluralistic decision-making.</p> <ul class="artifact-highlights"> <li>Facilitated reader working groups translating essays into team rituals.</li><li>Set accessibility norms for discussion spaces, including sensory-friendly options and paced dialogue.</li><li>Open-sourced prompts and templates for communities exploring non-coercive governance.</li> </ul> </div> </article><article class="artifact-card motion-card" data-animate="artifact" > <div class="artifact-meta"> <p class="hint">2008–2012</p> <p class="artifact-org">Georgia Tech student society</p> <p class="artifact-role">Community lead</p> </div> <div class="artifact-body"> <h3>Georgia Tech student society</h3> <p class="artifact-summary">Supported biomedical engineering peers with mentoring, project reviews, and inclusive event design.</p> <ul class="artifact-highlights"> <li>Paired underclassmen with research labs and capstone partners to widen participation.</li><li>Co-designed workshops that linked classroom theory with clinical empathy and safety.</li><li>Maintained peer advising hours focused on neurodiversity-informed study habits.</li> </ul> </div> </article> </div></div> </details>

Education

Foundations

Education

Grounding in biomedical engineering and systems-minded business leadership.

  1. MBA · NYU Stern School of Business

    Finance and technology focus, paired with product leadership in regulated markets and accountable governance.

  2. 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.

Connect

Connect

Find me on the platforms where I'm most active.

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    <li>Primary descriptor: Product and operations leader helping post-PMF healthcare teams stabilize execution under load.</li> <li>Current focus: Partnering with post-PMF health and AI teams to make high-stakes systems easier to run and faster to recover.</li> <li>Preferred contact: Email ([email protected])</li>

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