There is a design contradiction at the center of value-based care that the industry rarely states plainly: we built the clinical encounter to serve one patient, one problem, one clinician doing their best in a constrained window — and then we loaded it with everything else we need from that encounter.
Chronic condition coding. Quality gap closure. Documentation for downstream reporting. Evidence for payer audits. Transition-of-care follow-up. It's all supposed to happen inside fifteen minutes, reliably, at scale, across thousands of patients and hundreds of clinicians.
It doesn't work. It was never going to work. The visit was not designed for this.
What the Visit Was Actually Designed For
The clinical encounter is fundamentally a one-to-one interaction. The patient who shows up is not always the patient who was scheduled. The problem that needs addressing isn't always the one on the intake form. The conversation goes where it needs to go.
This is not a flaw. It's the feature. The encounter's value comes precisely from its responsiveness to the person in the room. A cardiologist following up on a patient post-hospitalization will go where the clinical situation leads — and often should. That responsiveness is what good medicine looks like.
But STARS performance is not a one-to-one phenomenon. It's a population-level measure. A single visit is a sample of one. Colonoscopy screening rates, diabetes management compliance, blood pressure control — these are outcomes measured across thousands of patients over time. You cannot achieve population-level quality performance by hoping that every individual visit has enough slack to catch every relevant gap.
Some will. Most won't.
The Cost of the Design Contradiction
Clinicians are not failing at quality metrics because they don't care. They're operating in a system that asks the wrong thing of the wrong moment.
When a 62-year-old patient comes in for a follow-up on poorly controlled A1c, the clinician is focused on titrating medications, reviewing diet, and talking through adherence. The visit is already running long. The HEDIS gaps report, the lapsed colonoscopy screening, the HCC code that needs to be carried forward this cycle — these exist, but they require a different kind of attention than the patient in front of you is demanding right now.
This is not a motivation problem. It's an architecture problem. The quality system was designed assuming the visit could absorb all of this. It can't.
The Implication
If STARS performance, HCC capture, and HEDIS gap closure cannot reliably happen inside the visit, they have to happen outside it — asynchronously, continuously, without depending on the clinician to hold the entire patient population in their head while managing everything a real patient brings through the door.This means infrastructure. It means the work that drives quality outcomes has to be done before the visit, surfaced at the right moment during it, and completed after it without creating additional burden on clinical staff. The visit becomes a touchpoint — an opportunity to act on preparation that happened elsewhere — not the single moment where everything must converge.That's a fundamentally different operating model. And it's the only one that scales.
What This Looks Like in Practice
At Kennar Health, we've built toward this directly. By the time a clinician opens a chart, ambient AI has already reviewed the patient's longitudinal record — identifying pending HEDIS gaps, surfacing HCC opportunities with supporting clinical evidence, and flagging care coordination needs from recent hospitalizations or transitions. Not as a checklist. Not as an alert to be dismissed. As structured, actionable intelligence that fits into the clinical workflow without adding to it.
The visit still matters. It's where care is delivered. But the cognitive and administrative work that enables quality performance at population scale has to live outside it.
The design contradiction is solvable. But solving it requires admitting it exists — and building infrastructure designed for the problem, not the visit.
Kennar Health helps primary care practices and risk-bearing organizations close quality gaps and capture HCC conditions without adding burden to the clinical encounter. To learn more, visit kennarhealth.com.
