Product leader building decision infrastructure for regulated healthcare and AI teams.

Kanav Jain

I build response infrastructure — clocks that fire, records that persist, and maps that show who owns what — so teams move fast without losing track.

See engagement options Explore current builds

Selected outcome Doximity Dialer: 100M+ clinician-to-patient calls with caller ID patients actually answered See how it worked in practice →

100M+ patient–clinician connections across clinical workflowsEvery decision leaves a trail your team can review and improveIncident reviews feed better evaluations and clearer operating boundaries

Available now for Q3 2026 — Up to two advisory engagements (2–6 week governance or escalation sprints).

How the method formed

At 19, RNA binding curves in a thermodynamics lab. At 25, Dialer — 100M+ patient connections. At 33, research on burden and institutional mechanics. At 35, NextConsensus. Same method, different scales.

Diagnosed autistic at 33. Two decades of designing for clarity had language: systems for non-standard users first.

Building now

NextConsensus

NextConsensus produces Claim Stability Briefs for coverage, formulary, and market-access teams reviewing disputed claims. Each brief takes one claim in one decision window and answers whether the decision can still be challenged, where the argument is vulnerable, and what should trigger re-review. The work is manual — that's deliberate. The judgment layer needs to work before it gets automated.

Active venture

Refract

A deterministic observation engine for public knowledge. Refract turns MediaWiki revision history into structured event streams so downstream systems can inspect what changed, when, where, and with what source trail.

Active open-source infrastructure

Whether

A translation engine for converting macroeconomic indicators into practical operating guardrails so teams can adjust risk posture before disruption compounds.

Concept & technical scoping

Open-source and labs

Small, inspectable projects around provenance, publishing systems, decision artifacts, and sensory interfaces.

Systems research & field notes

Frameworks for building systems teams can diagnose and repair. From Ethotechnics to production policy design — these are the working methods for making system behavior traceable and fixable under real-world pressure.

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Kanav Jain

Ethotechnics

The Crumple Zone

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