Job 1: Linked corrections
- A documented, supported diagnosis coded wrong or missed on a submitted encounter can still be added through a chart review record linked to that encounter
Both start from prior-year diagnoses, active medications, lab values, specialist notes and discharge summaries. They differ in when the chart is read and where the diagnosis ends up; in 2027 that decides whether it counts at all [2]. Payment status rows follow the CY 2027 Rate Announcement.
| Dimension | Retrospective review | Prospective suspecting |
|---|---|---|
| When the chart is read | After the data year closes | Days before a scheduled visit |
| Who acts on the finding | A coder, submitting a chart review record | The clinician, documenting at the visit |
| Where the diagnosis lands | A chart review record, often unlinked | The encounter note and the encounter data record |
| Evidence created | None new; relies on the existing note | A current-year note showing the condition was addressed |
| Audit posture | Depends on the quality of an old note | Contemporaneous documentation from a face-to-face visit |
| 2027 payment status [2] | Counts only if linked to a submitted encounter | Counts, as every encounter diagnosis does |
A condition the clinician documents at a 2026 visit is on the encounter record by construction. A condition a coder finds in January 2027 has to be linked to a 2026 encounter that already exists; if no visit addressed it, there is nothing to link to [2].
CMS's own data rules support this: items and services must be reported on an encounter data record; a chart review record should not be the only record of a service; when additional diagnoses belong to an encounter, a CRR can be linked to it [2].
Example: this member carried chronic kidney disease stage 3 last year, the latest eGFR is on file, and the condition has not been evaluated this year; if present and addressed today, the note needs the stage. CMS reviewer guidance: undated problem lists are judged case by case, "DM, neuropathy" links while separate lines do not, and probable, suspected or rule-out outpatient diagnoses are not coded [5].
Reading a year of charts for every member before each visit is the volume problem. Our HCC risk adjustment AI reads de-identified charts, maps supported diagnoses through a V28 crosswalk of 7,903 ICD-10 codes to 115 payment HCCs audited at 1,500 of 1,500 codes against the CMS weights, and attaches the evidence to every suspect. Two fixed boundaries: charts are de-identified before any model reads them, zero identifier leaks in our verification run; and no code is submitted on the engine's word, a certified coder confirms every suggestion, per our risk adjustment coding services and HCC coding AI pages.
| Task | Engine | Coder | Clinician |
|---|---|---|---|
| Read prior-year charts, labs and medications for persistence evidence | Yes | Reviews | No |
| Rank and write the prompt | Drafts | Edits and approves | Reads |
| Evaluate and document the condition | No | No | Yes |
| Code the note | Suggests | Owns | No |
| Query a gap before the chart closes | Flags | Sends | Answers |
Prospective suspecting is the capture model the 2027 rules reward, because its output is a documented face-to-face encounter. Retrospective review becomes the research behind it, and the cleanup after it.
The process of identifying conditions a member likely has that have not been documented and coded in the current year, using prior diagnoses, medications, labs and specialist or hospital records, and then getting them evaluated and documented at an eligible encounter.
Yes, with a different output. Findings must be linked to a submitted encounter as corrections or deletions, or turned into prospective prompts for the next visit. A standalone unlinked chart review submission no longer counts toward the 2027 score, except for plan switchers.
No. A suspect is a question for the clinician. The diagnosis exists only when the clinician documents the condition at a face-to-face or audio-video encounter and a coder confirms the code against that note.
Not on their own. CMS excludes diagnoses from encounters where modifier 93 or FQ is the only service, unless another line on the record is risk adjustment eligible. Interactive audio and video telehealth meets the face-to-face requirement.
Checked October 25, 2026. Rules change; confirm against the source before relying on them. CMS has said the RADV audit schedule is subject to change.
We read the prior year, draft a three-line prompt per member, and a certified coder approves every line before a clinician sees it. The output is a documented visit, which is the only thing 2027 pays for.