Clinical AI

Medicare named a payment lane for clinical AI. It hasn’t priced it yet.

MSKvalue Insights · July 2026 · For surgery-center and MSK service-line leaders

The outpatient rule made news for the money — 340B repriced, the conversion factor moved, 638* more procedures walking off the inpatient-only list. That is the half everyone read.

Roughly six hundred pages in, the same rule does something it has never done before. It gives algorithm-driven care a name, a category, and a place in the payment system. It calls it Software as a Medical Service — SaMS. And then it does the thing worth your attention: it says it has not decided how to pay for it, and asks.

What CMS actually proposed

Three moves, in order:

A bridge year is not a delay. It is the drafting window.

Read the professional-fee cut and you are reading a decision already made — the anomaly screen fired on claims data, the work RVU came down, and the comment period is about the size of a number that already exists.

SaMS is the opposite situation. The methodology does not exist yet. It gets written out of what arrives before the window closes. That is a materially different kind of comment opportunity, and it does not come around often: a payment category at the moment it is still a blank page.

The comments that move CMS on a methodology carry outcome data, utilization effects, and a workable alternative construction — not enthusiasm about AI. Same rule as the fee schedule: bring the arithmetic, not the objection.

The tell is somewhere else in the rule

If you want to know where this lands, do not read the SaMS section. Read the program-integrity section.

Starting January 1, 2028, under Section 6225 of the Consolidated Appropriations Act, 2026, outpatient payment for an off-campus department is conditioned on that department billing under its own NPI and the main provider filing recurring provider-based attestations. Add the expansion of outpatient prior authorization on top.

None of that is a payment change. It is plumbing — the machinery to see, audit, and price who is accountable for what. CMS is spending this rule building the ability to attach a name to a claim. Apply that same logic to software and the question stops being “is the algorithm any good” and becomes “who signed it.” Infrastructure is the tell for where policy goes next.

What the evidence says about where the machine is weak

This matters for how the methodology should be built, and it is the part the AI conversation usually gets backwards.

Stanford’s MedHELM evaluation (published in Nature Medicine, 2025) ran nine leading models across 35 medical tasks, with 29 physicians across 14 specialties designing and validating the tasks. The headline was that the best performer took a 66% win rate. The useful finding is underneath it.

Broken out by task type, the models scored highest on clinical note generation (0.73–0.85) and patient communication (0.78–0.83) — and lowest on clinical decision support (0.56–0.72) and administration and workflow (0.53–0.63).

Read that as an operator. The machine is strongest at the documentation layer, where the stakes are lowest, and weakest at judgment, where the stakes are highest. A payment methodology that prices autonomous algorithmic decisions is pricing the weakest measured capability in the stack. A methodology that pays for an attested output — a named clinician who reviewed it and stands behind it — is pricing the thing that actually carries the risk.

Attested, not autonomous. The claim is not that review makes the model more accurate — the evidence does not support that claim, and you should be careful with anyone who makes it. The claim is that someone is accountable, and that accountability is what a payment system can audit, price, and defend.

What an operator does in the next sixty days

None of this is a prediction that CMS pays generously for software. The bridge year could easily become another bridge year. But the category now exists, the methodology is open, and the agency is on record asking how to value it. The centers that answer with data will be the ones the answer gets built around — the same way outcomes stopped being registry hygiene and became the currency.

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SaMS, New Technology APC treatment, and the Section 6225 attestation requirements are from the CMS proposed rule (CMS-1850-P, July 2026) and may change in the final rule. Figures marked * are illustrative or program-dependent. MedHELM figures are from the published Stanford evaluation (Nature Medicine, 2025). Not clinical, legal, or financial advice. MSKvalue assembles independent best-of-class products with the American Joint Replacement Registry as the outcomes backbone.