Sample board packet · Assessment 2026-0418AITPRM Health · A ReMyll product

AI Vendor Review: Ambient Documentation Platform

Prepared for the AI Governance Committee · Merrowfield Health · Review lead: Compliance · Version 1 of 1

Recommendation

Approve with conditions. Proceed to contract only on closure of F-14 (customer-side suspension control) and execution of contract controls CC-03, CC-07 and CC-19. Reassess at 6 months or on any vendor model release, whichever is first.

Scope: ambient clinical documentation across 6 ambulatory sites; EHR write access to encounter notes; clinician sign-off before commit; operating in MI, OH and IN. Resolved to deployment pattern P-04 (ambient, EHR write). 118 questions and 3 state overlays issued; 116 answered; 41 artifacts received.

Overall residual scoreScale 0 to 4
2.6Ceiling applied: 3.0 (open Tier 3)
Suggested band before ceilings: 2.9. Evidence confidence: 71% verified, 17% partial, 12% documentation gap or missing.

Domain scores

DomainWeightScorePosition
D1 Data and model controlHigh2.4
D2 Subprocessors and supply chainHigh2.0
D3 Derivative data and embeddingsHigh3.1
D4 Human in the loop controlsHigh2.8
D5 Suspension and fallbackMedium1.0
D6 Model incident reportingMedium2.2
D7 Ambient capture governanceMedium3.4
D8 Cross border data transferMedium3.6
D9 Cross customer tenant separationMedium3.3
D10 Agentic access and API scopeHigh3.0
D11 Termination and data returnStandard3.5
D12 Audit rights and inspectabilityStandard2.9

Findings register

RefDomainTierFindingEvidenceStatus
F-03D1 Data and model controlTier 3Vendor reserves right to use de-identified derivatives for model improvement without opt-out.Documentation gapOpen · Counsel
F-07D2 SubprocessorsTier 3Foundation model provider not named in BAA or any flow-down agreement.Documentation gapOpen · Privacy Officer
F-11D4 Human in the loopTier 2Clinician sign-off can be bypassed by batch-approve in the EHR integration.PartialRemediation agreed
F-14D5 Suspension and fallbackTier 4Suspension of automated output requires vendor intervention; no customer-side control.Verified gapReview paused until resolved
F-19D6 Model incident reportingTier 2Drift notification limited to "material changes" at vendor discretion; no timeline.MissingOpen · CMIO

Sample contract controls generated

CC-03From F-03

Vendor shall not use Customer Data, or any data derived from Customer Data including de-identified, aggregated or embedded representations, to train, tune, evaluate or improve any model, except as expressly authorized in writing by Customer for a named purpose.

CC-07From F-07

Vendor shall identify in Schedule B each third party that provides, hosts or operates any machine learning model used to process Customer Data, shall not engage any additional such third party without Customer’s prior written consent, and shall deliver executed flow-down agreements within thirty (30) days of the Effective Date.

CC-14From F-14

Customer shall have the unilateral ability to suspend all AI-generated output to the clinical record through a control operable by Customer personnel without Vendor involvement, and Vendor shall maintain a documented fallback to Customer’s prior workflow.

CC-19From F-19

Vendor shall notify Customer within five (5) business days of any change in model version, training data, or monitored performance metric beyond thresholds set out in Schedule C, and shall provide monitoring artifacts on Customer request no less than quarterly.

Reviewers
Compliance (lead) · Privacy Officer · CISO · CMIO · Counsel
Vendor response window
Issued 21 Apr · Returned 28 Apr · 4 business days
Next action
Committee vote 15 May · Reassessment due 15 Nov

Illustrative. Sample organization, vendors, scores, findings and clause language are fictitious and provided for demonstration. A score is decision support, not a determination or finding of compliance. Nothing in this document is legal advice; sample clause templates must be reviewed by counsel. © 2026 ReMyll. AITPRM Health™ is a trademark of ReMyll.