Kanav Jain

Founder and product lead building consequential-AI products and infrastructure: NextConsensus (medical authority transition forecasting), Ambit (capability and authority accounting for agent systems), and Refract (deterministic provenance engine).

• Founded and lead NextConsensus: decision engines tracking medical claim trajectories for biopharma, with each forecast registered and frozen before the outcome is known.
• Built two open-source engines: Refract (AGPL-3.0), a deterministic change-detection and claim-history engine running a daily production observation bot, and Ambit (MIT), a capability graph that separates what an agent system can do from what it is authorized to do.
• Developed Ethotechnics, an open framework for AI decision accountability (seven proposed standards mapped against NIST AI RMF, ISO/IEC 42001, and the EU AI Act), and Fast Harm, Slow Repair, an evaluation protocol for error propagation and correction in deployed AI systems.

Co-founded and led a physician financial-wellness company — product, funding, and go-to-market — focused on trusted decision support for doctors navigating contracts, debt, and the transition from training to practice.

• Built the Contract Analyzer: automated clause-level analysis flagging risky terms in physician contracts. Legal content authored by a JD; product explicitly stopped at analysis, not legal advice.
• Raised $240K in initial funding, grew to 1,200+ physician users and a 700-member community.
• Convened a medical advisory board of over 50 physicians to guide product and content decisions.

Early product hire. Led product across value-based specialty-care and care-navigation programs — Surgery, everyday urgent care, Behavioral Health, and Oncology Care — from the first activated member through 200+ FTEs and a $1.6B implied valuation.

• Led the Cancer & Decision Support pod: shipped CancerCare v1, a symptom-checking triage tool (including pediatrics) that inferred the right care pathway from reported symptoms, Healthwise content integration, and an in-app second-opinion experience with automated handoff to Nurse Ally through Consumer Medical.
• Designed automated routing rules tied to clinical roles across four specialty-care programs — the system assigned ownership of each case to the right clinician, and nurses and navigators shared the same facts during live care coordination.
• Managed two product managers across four specialty-care programs.

Directed digital product strategy and platform execution for CancerCompass / CTCA Marketplace, an oncology information and navigation platform serving 30MM annual visitors (CTCA was later acquired by City of Hope).

• First product and technical hire for a pre-CEO, pre-revenue PE-backed corporate venture, through its growth from 2 to 25 FTEs.
• Led a cross-functional R&D team of 14 onshore and offshore across three products: the health information site (30MM annual visitors), a hospital digital-marketing platform, and a patient-engagement web app.
• Reduced bounce rate by 25%, increased chat conversions by 267%, and raised time on page by 40% through iterative multivariate testing.

Joined as a Product Manager and left running two product areas — user growth and every mobile app — after a July 2016 promotion. Nine product launches across four years, teams of three to ten, and founding product lead for Doximity Dialer.

• Founding product lead for Doximity Dialer — proved over a weekend that outbound calls could carry an unverified caller ID, then chose legitimate telco attestation over spoofing because spoofing would never pass hospital IT security review. Partnered with legal and hospital IT to integrate with EHR systems including Epic Haiku and clear institutional security reviews. Dialer now powers 300,000+ daily visits across 200+ health systems.
• Grew Talent Finder revenue 60% YoY to $5M across 1,000+ physician recruiters and 400+ paying clients, earning 1.8M monthly impressions, managing a team of four web engineers, a UX designer, a data scientist, and a QA engineer — and built the enterprise marketing platform used by 6 of the top 10 U.S. research hospitals to identify likely referrers for their specialty physicians.
• Grew across three product roles: founded the search team (a half-FTE effort turned into a team of six, one of three company-wide annual goals, and +62% engagement in a single quarter), then ran two full teams across search and user growth, then took over all mobile and user growth — six engineers, two QA, and a mobile UX designer against quarterly goals set with the Chief Product Officer.

Owned post-install success for two outpatient software clients and six patient web-portal clients — root-cause analysis, re-implementation, and custom Caché development where the base product couldn't reach. Co-lead for CMS PQRS.

• Converted a 477-bed hospital and regional health organization from cancellation risk to reference account by resolving 95% of the outpatient issue list — root-cause analysis, re-implementation, and custom plug-in development.
• Deployed MyChart web/mobile and EpicCare Link interoperability tools for a 514-bed research hospital, taking a 134-year-old health system online for the first time.
• Co-led the five-person CMS Physician Quality Reporting subject-matter group and created its escalation path for regulatory issues and critical software bugs, from discovery and triage through customer notification.