Chapter 07 · Operations & Adoption

Operations & Adoption as a reviewable surface.

Adoption succeeds when people understand the system, know when to trust it, know when to challenge it, and have a route to report problems.

Focus: concept · data · model · evidenceRisk: confusing capability with readinessBridge: language · controls · records
Foundations traceConceptDataModelEvidenceHumanReviewAIsystemsource to workflow to evidence to review
/ 07

Operations & Adoption chapter.

Foundations

Adoption succeeds when people understand the system, know when to trust it, know when to challenge it, and have a route to report problems.

/ A

What this page maps.

operating content
Training

Training

Role-specific AI literacy, limitations, safe use, escalation, and record expectations.

Workflow fit

Workflow fit

Integration into daily work without hidden duplication, informal workarounds, or lost accountability.

Feedback

Feedback

User reports, incidents, monitoring signals, and learning loops back into governance.

/ B

Governance questions.

review logic
Question

What decision or record does this operations & adoption surface influence, and who owns that decision?

Question

Which evidence is needed before routine use in Foundations, and where is it retained?

Question

What signal triggers review, restriction, escalation, or retirement?

/ evidence

Evidence-ready minimum record.

iFeed use
Minimum record
OwnerNamed operational, clinical, technical, and governance owners.
UseClear intended use, user group, workflow point, and excluded use.
RiskRisk tier, rationale, residual risks, controls, and escalation route.
EvidenceSource claims, validation basis, limitations, approval decision, and review date.
/ sources

Source anchors and claim boundary.

official first

These anchors support the source layer for this page. iFeed interpretation remains separate from source facts and does not replace legal, regulatory, clinical, or product-specific advice.