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AI for IME

30-day AI rollout plan for an IME practice

By Ahmed Jemaa, Co-Founder and CEO of Medrecords AI. Updated .

Short version: week 1 writes the rules and signs the BAA, week 2 tests the tool on closed files you already reported, week 3 runs live files with the physician checking every cited fact, and week 4 runs normal volume and ends with a log review. Each week ends at a gate; if the gate fails, repeat the week instead of moving on.

Limits: This site gives templates and a process, not legal advice. We read the rules it cites on 2026-11-12; your state, your requesters' contracts and your counsel decide what your practice must do.

The plan on 1 page

30-day AI rollout timeline for an IME practice A timeline from day 1 to day 30 in 4 bars. Week 1, days 1 to 7: policy, BAA, approved tools list, training. Week 2, days 8 to 14: closed-file tests. Week 3, days 15 to 21: supervised live files with notices. Week 4, days 22 to 30: normal volume and the day-30 log review. A gate diamond sits at the end of each week. Day 1Day 8Day 15Day 22Day 30 Write the rules Test on closed files Supervised live Normal volume policy, BAA, training closed files, errors notices live, full checks log review Diamonds are gates: pass to move on, fail to repeat the week.
Figure 1. The 4 weeks and their gates. Drawn for this site; the durations are a plan, not a measured benchmark. A practice with many examiners may need 2 weeks of closed-file tests.

Week 1 (days 1 to 7): write the rules

DayTaskOwnerDone when
1Take the self-assessment; list every AI tool anyone already uses, personal accounts includedOffice managerA written list, even if it says "none"
1Pick 1 task to start with; for most practices, the record chronologyOwner physicianTask written at the top of the policy
2Adapt the policy templateOwner physicianEvery bracket filled
3Read the vendor's BAA, data-use terms and deletion terms; sign the BAAOwner physicianSigned BAA on file; training clause noted in Appendix A
3Turn on multi-factor sign-in for every account; remove unused accountsOffice managerAccount list matches staff list
4Block personal chatbot sites on office machines, or record why notOffice managerSetting changed or exception written
5Set up the AI use log in the case system or a shared sheetRecords coordinatorHeader in place; test row entered
61-hour training for all staff on the policyOwner physicianNames and date recorded
7Owner signs the policyOwner physicianSigned, dated, version 1.0

Gate 1: signed policy, signed BAA, log ready, everyone trained. Missing any of these, do not upload a single page.

Week 2 (days 8 to 14): test on closed files

DayTaskOwnerDone when
8Pick closed files you reported on: at least 1 with heavy handwriting, 1 with many duplicates, 1 long timelineEach examinerFile list in the log
8 to 10Run each file through the tool, logging every runRecords coordinatorAll rows open with inputs and outputs
10 to 12Each examiner compares the output with what they know is in the fileEach examinerMissed events, wrong dates and wrong pages listed by page
13Sort errors by type; for each type, decide the manual check that catches itOwner physicianSection 6 of the policy updated
14Go or no-go meeting, 30 minutesOwner physicianDecision written in the log

Gate 2: every error found falls into a type your checks now catch. If an error would have reached a report and no check would have caught it, add the check and retest, or choose another tool.

Week 3 (days 15 to 21): supervised live files

DayTaskOwnerDone when
15Add the examinee notice to the appointment letter template and the script to check-inIntake coordinatorTemplate updated; script printed at the desk
15Add the methods sentence to the report templateOwner physicianTemplate updated
15 to 21Run new live files through the tool; the physician opens every cited fact the opinion usesRecords coordinator, examinersEvery row has field 11 filled
17Mid-week check of the log for open rows and missing notice datesOffice managerGaps fixed the same day
21Count objections and examinee questions; adjust the script if 1 question keeps comingIntake coordinatorScript version noted

Gate 3: no report released with an open log row, notices logged on every file, and no new error type. A new error type sends you back to the week 2 fix.

Week 4 (days 22 to 30): normal volume, then review

DayTaskOwnerDone when
22 to 29Run all eligible files; the physician checks the facts the opinion relies onAllLog complete each day
24Check requester contracts for AI terms; record them in Appendix AOffice managerEach active requester checked
26Decide on a 2nd task (file questions or report drafting), or stay with 1Owner physicianDecision written
30Day-30 log review: the 5 checks on the audit trail pageOwner physician, office managerFindings dated at the bottom of the log
30Update the policy to version 1.1 with what the 30 days taughtOwner physicianNew version signed

Gate 4: the review finds no unapproved tool, no open row and no objection ignored. Then set the monthly review on the calendar for the next 3 months.

What makes rollouts stall

Who does each step day to day is on the staff workflow page.