Most systems I have worked inside have an official record that lags reality. In healthcare, the lag can kill people.
I came to this observation through the work itself, not theory. Over two decades, inside clinical systems, layer by layer, the same structural failure kept surfacing in different forms. This essay makes the arc visible.
RNA folding
At nineteen, I was in Roger Wartell's lab at Georgia Tech, modeling the thermodynamic barriers that determine whether a gene-regulation reaction proceeds or stalls. A strand of RNA could carry the right nucleotides and still fail — if the folding produced a barrier that blocked interaction. The sequence was correct. The shape was wrong. Structure determined what the information could actually do.
I co-authored a book chapter in the ACS Symposium Series on sRNA-mRNA interactions and Hfq, spent a summer on thoracic surgery outcomes at Memorial Sloan Kettering, and absorbed something I could not yet articulate. Most consequential failures live in the distance between a system's official design and its actual behavior. Who can act on information, under what constraints, with what review path, on what timeline — these determine whether the information matters at all.
Dialer
After Georgia Tech, I implemented EHR configurations at Epic. Decision-support alerts designed for patient safety overloaded clinicians until they reflexively dismissed them. The alerts were correct. Too many, wrong cadence, no triage between binding and advisory. Clinicians ignored the system because the structure had made compliance impossible. The official record said "alert delivered."
At Doximity, I was early product lead for Dialer — a product that let doctors call patients from personal devices while the patient's phone showed the office number. The technical problems were carrier spoofing and HIPAA. The deeper problem: building a verified identity signal that held under clinical chaos. A doctor running between rooms. A patient burned by spam. A missed connection that could be a missed diagnosis. The signal had to survive the worst day. Doximity has since described Dialer as enabling over 110 million video and audio visits from more than 300,000 active clinicians.
The middle
Across oncology navigation for 30 million annual visitors and care coordination programs spanning surgery, urgent care, behavioral health, and oncology — the same thing. The official record lagged. Fragmented guidance made every case an exception. Metrics built around app opens instead of completed care pathways. The structure and the behavior were at war.
Co-founding Andwise — a physician financial wellness company — brought the pattern to a new surface. Physicians navigating contracts, debt, home buying, and the transition from training faced the same structural problem I had seen in clinical systems: fragmented guidance, trust-sensitive information, no review path when something went wrong. We raised $240,000, grew to 1,200 physician users, and built a medical advisory board of over fifty physicians. The constraint map became the operating manual: which decisions were binding, which could be adjusted, which required escalation, what the response window was for each. The re-review trigger fired whether anyone remembered to check.
Evidence briefs
Now the object is medical knowledge itself.
NextConsensus produces source-traced evidence briefs for disputed healthcare claims. Coverage decisions, formulary positions, market-access claims depend on evidence that shifts continuously — new trials, safety signals, label updates, guideline revisions, payer actions. Most teams review episodically. By the time a committee convenes, the evidence has moved. The position they are confirming may already be obsolete.
We monitor continuously. When evidence shifts, the brief surfaces what changed, what still holds, where the claim is vulnerable, what could change the conclusion, and whether the review threshold has been crossed. The pipeline is reproducible. The source boundary is explicit. The re-review trigger fires on evidence movement.
A strand of RNA carries the right sequence but folds into a shape that blocks function. An EHR alert is correct but fires too frequently for anyone to process. A formulary position was accurate last quarter but the evidence has moved. The official record is late. Same structural problem, different scale.
Conversations
I want to understand whether this pattern resonates with people who live inside it. If you have seen the gap between the official record and reality inside payer, provider, pharma, policy, guideline, or clinical-review environments, I want to talk to you.
If you have ever watched a medical claim become practically true before it became institutionally safe to say so — if you have sat in a review meeting knowing the evidence had already moved — reach me at kanav@kanav.net.
Kanav Jain · kanav.net · Healthcare product leader. Previously: Doximity Dialer (110M+ visits), Andwise (co-founder/CEO), Transcarent, CTCA. Currently building NextConsensus — source-traced evidence briefs for disputed healthcare claims. Writing at The Crumple Zone.