Kanav Jain

Built and shipped three technically substantial products: NextConsensus (claim-trajectory reconstruction for biopharma), Ambit (agent capability and authorization mapping, MIT-licensed), and Stims (a browser-native MilkDrop-style visualizer). Refract supplies deterministic change-tracking beneath NextConsensus; Fast Harm and Whether extend the evaluation and data-product work. Self-funded, not raising; it runs outside working hours.

• Founded and lead NextConsensus: claim-trajectory reconstruction for biopharma Medical Affairs, delivered with the revision history behind every ranking. The forecasting research registers and freezes each forecast before the outcome is known, then scores it against public resolution rules.
• Built two open-source engines. Refract (AGPL-3.0) replays a source's revision history into byte-reproducible change events: when a claim first appeared, whether its hedging strengthened or weakened, whether it survived reversion, what editors disputed. A daily production bot runs it, published as a corpus of 16,146 events bound by the manifest. Ambit (MIT-licensed) models an agent's tool access and the authority over it, so a standing permission stops running unattended the moment the capability underneath it fails its check rather than staying open until someone notices.
• Built Stims as a standalone engineering product: a browser-native MilkDrop-style visualizer with 1,787 presets, direct .milk compilation, live editing, WebGL2/WebGPU rendering, in-browser recording, and a projectM reference harness. The repository has been actively developed since October 2024.

Co-founded and led a physician financial-wellness company across product, funding, and go-to-market. The product gave doctors trusted decision support for 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 physician medical advisory board, which set the review protocols the product had to follow — they governed that layer, not me.

Early product hire. Led Surgery, everyday urgent care, Behavioral Health, and Oncology Care from the first activated member through 200+ FTEs, during the run-up that took the company to 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 each case to the right clinician, while nurses and navigators worked from a shared record 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 user growth and the mobile portfolio after a July 2016 promotion. Nine product launches across four years, teams of three to ten, and founding product lead for Doximity Dialer.

• As founding product lead for Doximity Dialer, proved over a weekend that outbound calls could carry an unverified caller ID, and launched on that route deliberately: Doximity's physician identity verification stood behind the number, with no clinical decision riding on the call. Partnered with legal and hospital IT to clear EHR integration, including Epic Haiku. Dialer now carries more than 300,000 calls on an average workday, across 250+ hospitals and health systems.
• Grew Talent Finder revenue 60% YoY to $5M across 1,000+ physician recruiters and 400+ paying clients, earning 1.8M monthly impressions and managing a team of four web engineers, a UX designer, a data scientist, and a QA engineer. Built the enterprise marketing platform used by 6 of the top 10 U.S. research hospitals to identify likely referrers for their specialty physicians.
• Ran a national physician compensation survey: 35,000+ unique, ID-verified respondents in one year. Directed the data-science team that turned it into a predictive salary model by U.S. county and medical specialty, trained on 25+ public and private data sources.

Led post-install success for two outpatient software clients and six patient web-portal clients through 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 through 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.