CMS proposes a MIPS activity for AI governance. Its example: AI-generated notes with clinician review.
CMS's CY 2027 Physician Fee Schedule proposed rule would add a MIPS improvement activity crediting clinicians who set policies to evaluate and monitor AI tools. One of CMS's own qualifying examples is AI-generated notes with clinician review, so the note check sits inside the activity's own definition. Comments close September 14, 2026.
Reviewed by Jess P., CPC
Published July 17, 2026

Key Takeaways
- →A proposed MIPS improvement activity, "Clinician Use of Artificial Intelligence (AI) to Improve Patient Care," would credit MIPS-eligible clinicians who establish policies for evaluating and monitoring AI tools, or who help develop and refine AI-enabled resources. It is one of six new activities CMS proposed in the CY 2027 Physician Fee Schedule proposed rule, published in the Federal Register on July 16, 2026.
- →CMS proposed the six activities beginning with the CY 2027 performance period and the 2029 MIPS payment year.
- →CMS's qualifying examples for the activity include using AI to "assist with documentation (e.g., AI-generated notes with clinician review)," so human review sits inside the activity's own definition.
- →The activity IDs in the proposed text are placeholders (IA_AHW_XX), and CMS points to Table F-B1 in Appendix 2 for the per-activity detail.
- →Comments must be received by September 14, 2026, referencing file code CMS-1848-P.
If the clinicians you code behind have turned on an ambient scribe, CMS just wrote your read of that note into a MIPS activity. On July 16, 2026, CMS published its CY 2027 Physician Fee Schedule proposed rule in the Federal Register, and inside the Quality Payment Program section is a new improvement activity titled "Clinician Use of Artificial Intelligence (AI) to Improve Patient Care." One of CMS's own qualifying examples is using AI to "assist with documentation (e.g., AI-generated notes with clinician review)."
What CMS actually proposed
CMS proposes adding six new improvement activities beginning with the CY 2027 performance period and the 2029 MIPS payment year. Two go in the Care Coordination subcategory and four in Advancing Health and Wellness. The AI activity is the fifth of the six.
The description is short. It would let MIPS-eligible clinicians "implement and participate in organizational initiatives that improve patient care through the responsible and transparent use of artificial intelligence (AI) in clinical and operational workflows." The mechanism CMS names is governance, not usage: clinicians would "establish policies for evaluating and monitoring AI tools," or participate in developing and refining AI-enabled resources such as predictive analytics, clinical decision support, and risk-stratification models.
CMS points to Table F-B1 in Appendix 2 for the detail on each proposed activity.
The line to read twice: "with clinician review"
Here is the full example list, in CMS's words. The activity covers "using AI tools to summarize medical literature for clinical decision-making, assist with documentation (e.g., AI-generated notes with clinician review), support population health management by identifying care gaps, determine patient eligibility for clinical trials, or generate draft responses to patient questions for clinician review."
Two of those five end with a human checking the output. CMS didn't describe a tool that documents. It described a tool that drafts and a clinician who reviews. Put plainly, CMS is telling you the note isn't done when the tool stops typing, and that's the useful part of this proposal for anyone who reads notes for a living.
How solid is the 25% CMS cites
In a separate request-for-information section of the same rule, CMS writes that tools aimed at reducing clinician documentation burden, naming AI scribes, "have perhaps been the most widely taken up by clinicians," with "an estimated 25% penetration among all US physicians."
Treat that number as what it is. CMS attributes it to Doximity's State of AI in Medicine Report 2026, a vendor survey, not a CMS measurement, and it appears as context for an RFI rather than as an agency finding.
It's also worth being precise about what CMS did and didn't say. The scribe observation sits in an RFI several sections away from the improvement-activity proposal, and CMS never ties the two together. Read side by side, they point the same way: enough physicians are drafting with a scribe that the review step is worth writing down. That connection is our reading, not CMS's. It does track with what payers have already been doing to documentation that got denser after AI landed.
The six proposed activities, and where the coding desk touches them
| # | Proposed activity (CMS's title) | Subcategory | Where a coder or HIM reviewer meets it |
|---|---|---|---|
| 1 | Use of Data to Improve Practice Workflows | Care Coordination | Your query volume and rework log is one of the data sources CMS is describing |
| 2 | Understand and Improve Diagnostic Performance | Care Coordination | Tracking discrepancies and near-misses is a record review by another name |
| 3 | Systematic Screening and Intervention for Nutrition and other Health-Impacting, Non-Clinical Issues | Advancing Health and Wellness | The screen has to reach the note. A result nobody wrote down isn't codeable |
| 4 | Advance Care Planning Conversations to Support Patient Wellness and Care Preferences | Advancing Health and Wellness | CMS describes documenting goals of care, so the note carries the conversation or it didn't happen |
| 5 | Clinician Use of Artificial Intelligence (AI) to Improve Patient Care | Advancing Health and Wellness | "AI-generated notes with clinician review" is a named example. This is the one that lands on you |
| 6 | Lifestyle Approaches to Diabetes Remediation | Advancing Health and Wellness | Little reaches the coding desk directly, past the status language ("remission," "resolved") any note review already watches |
The titles and subcategories are CMS's, quoted from the proposed rule. The right-hand column is our reading of where each one reaches a coding or HIM desk. It isn't CMS guidance.
The proposal credits the clinician. The coder finds the defect.
Improvement activities are a MIPS category, so the credit attaches to the MIPS-eligible clinician or group. That's worth naming plainly, because in most practices the person who notices that a drafted note flipped a negation, or carried a resolved condition forward as active, is the coder or the HIM reviewer reading it two days later.
CMS says clinicians would "establish policies for evaluating and monitoring AI tools." It doesn't say who does the monitoring, and the description doesn't publish a template. That gap is where a coding-QA program already lives. If your practice writes that policy, the monitoring loop it describes is the same note sampling a QA program already runs, and one artifact can serve both. A practice that already samples AI-drafted notes for the same defects a coder checks has most of the monitoring loop built.
What an AI-drafted note review has to catch
CMS asks for a policy to evaluate and monitor AI tools and doesn't say what to look for. Here's the list we'd start from. None of it is new to a coder. It's the same documentation reading you'd give any note, applied to a draft nobody has adopted yet.
| What to re-read in an AI-drafted note | Why it matters when you code it |
|---|---|
| Negation | "Denies chest pain" and "chest pain" are one word apart, and a summarizer that drops the negation flips the clinical picture |
| Laterality | Right, left, and bilateral are the difference between a specific code and an unspecified one |
| Status | Active, history of, and resolved read almost the same in a summary and mean different things on a claim |
| Specificity | A tool summarizing to the gist drifts toward the unspecified option even when the record supports more |
| Carried-forward content | A condition pulled from a prior note isn't evidence anyone addressed it today |
| Linkage | A condition can appear in the note and never get tied to an assessment or a plan |
| Attribution | A draft is the tool's language until the clinician adopts it. If the clinician didn't say it, it isn't their note yet |
This is our checklist, not a CMS one. The underlying discipline is unchanged: the record has to show the condition was evaluated and addressed on the date billed, and the evidence has to be in the note. A summary isn't the note. It's the same gap that drives denials for insufficient documentation. The note just gets written by something else first.
What isn't decided yet
This is a proposal. The activity IDs in the text are still placeholders, written as IA_AHW_XX, so there's no final identifier to build an attestation around. CMS is seeking comment on adding each of these activities beginning with the CY 2027 performance period and the 2029 MIPS payment year.
CMS is also proposing to modify five existing improvement activities on the same timeline, including IA_CC_8, "Implementation of documentation improvements for practice/process improvements." If documentation improvement is already how your practice attests, read that one too before it changes underneath you.
Comments must be received by September 14, 2026, and CMS asks commenters to reference file code CMS-1848-P.
What coders should do now
- 1Read the activity text yourself before your practice builds anything around it. It's in the CY 2027 PFS proposed rule under the Quality Payment Program section, in the proposals to adopt new improvement activities. The IDs are placeholders; the description is the part that matters.
- 2If your clinicians use an ambient scribe, start a note-sampling log this month. Pull a fixed number of AI-drafted notes, and record what you sent back and why. Under the proposal, that log is the monitoring evidence the activity describes, and it's the coding-QA record you want no matter what CMS finalizes.
- 3Ask who owns the AI evaluation policy where you work. The proposed credit attaches to the clinician, so if the coder or HIM reviewer who actually reads the notes isn't named in the policy, say so while it's still a draft.
- 4Comment by September 14, 2026 if the description doesn't match how review actually works at your desk, referencing file code CMS-1848-P. The Federal Register document carries the submission instructions.
- 5Don't rewrite your documentation standard around a proposed rule. Nothing binds until the CY 2027 final rule.
Frequently Asked Questions
Is the CMS AI improvement activity final?
No. It's a proposal in the CY 2027 Physician Fee Schedule proposed rule, published in the Federal Register on July 16, 2026. CMS proposed six new improvement activities beginning with the CY 2027 performance period and the 2029 MIPS payment year, and the activity IDs in the proposed text are still placeholders written as IA_AHW_XX. Nothing takes effect unless CMS finalizes it in the CY 2027 final rule.
When would the MIPS AI improvement activity start?
CMS proposed the six new activities beginning with the CY 2027 performance period and the 2029 MIPS payment year. So the earliest performance period would be calendar year 2027, affecting the 2029 MIPS payment year, and only if CMS finalizes the activity.
Does the MIPS AI activity apply to coders or only to clinicians?
Improvement activities are a MIPS performance category, so the credit attaches to the MIPS-eligible clinician or group rather than to coding staff. CMS's description centers on establishing policies for evaluating and monitoring AI tools, and it doesn't say who performs the monitoring. In practice, the people who read AI-drafted notes closely enough to find the defects are usually coders and HIM reviewers.
Does CMS say what an AI evaluation policy has to contain?
Not in the description. CMS says clinicians would establish policies for evaluating and monitoring AI tools, or participate in developing and refining AI-enabled resources such as predictive analytics, clinical decision support, and risk-stratification models. It points to Table F-B1 in Appendix 2 for more information on each proposed activity, and it doesn't publish a required-element list in the description text.
How do I comment on the CY 2027 Physician Fee Schedule proposed rule?
Comments must be received by September 14, 2026, and CMS asks commenters to reference file code CMS-1848-P. The Federal Register document for the rule (RIN 0938-AV82) carries the submission instructions and the electronic comment link.
Sources
- Medicare and Medicaid Programs; CY 2027 Payment Policies Under the Physician Fee Schedule and Other Changes to Part B Payment and Coverage Policies; Medicare Shared Savings Program Requirements; and Medicare Prescription Drug Inflation Rebate Program — Federal Register, Jul 16, 2026
- Calendar Year (CY) 2027 Medicare Physician Fee Schedule Proposed Rule — CMS, Jul 14, 2026
- MLN Connects Newsletter for July 16, 2026 — CMS, Jul 16, 2026
Related Tools
MEAT criteria
The reading you apply to a drafted note: was the condition monitored, evaluated, assessed, or treated on the date billed.
Evidence check
Work out what the record has to show before you send a note back to the clinician.
Code Book
Look up the official guideline language when a summary reads specific and the record doesn't.
Jess P., CPC
Certified Professional Coder
Jess reviews HCC Buddy editorial content for accuracy against the current CMS-HCC model and the active FY ICD-10-CM tabular release.
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