---
url: https://www.adoptionlab.ai/resources/ai-adoption-roadmap/embed/sustain-and-monitor/
title: "Sustain and monitor | Embed | AdoptionLab.AI"
description: "Embed, phase 4 of the 5E Model for human-centered AI adoption. Embedding is the start of continuous improvement, not the end."
generated: 2026-10-22T16:29:41.170Z
---[AI Adoption Roadmap](/resources/ai-adoption-roadmap) / [4. Embed](/resources/ai-adoption-roadmap#embed)
Phase 4: Embed
# Sustain and monitor
Embedding is the start of continuous improvement, not the end.
Hold regular check-ins between the AI Coordinator, leadership, and the people doing the work. Confirm the process is used as intended, capture refinements, and invite strong users to advise other teams starting their own journey.
[← Celebrate the milestone](/resources/ai-adoption-roadmap/embed/celebrate-the-milestone) [Next phase: re-Envision →](/resources/ai-adoption-roadmap#re-envision)
More in Embed
- [Confirm it is ready](/resources/ai-adoption-roadmap/embed/confirm-readiness)
- [Formalize the new process](/resources/ai-adoption-roadmap/embed/formalize-the-process)
- [Build the quality loop](/resources/ai-adoption-roadmap/embed/build-the-quality-loop)
- [Move from optional to required](/resources/ai-adoption-roadmap/embed/optional-to-required)
- [Update training and onboarding](/resources/ai-adoption-roadmap/embed/update-training-onboarding)
- [Partner with HR](/resources/ai-adoption-roadmap/embed/partner-with-hr)
- [Celebrate the milestone](/resources/ai-adoption-roadmap/embed/celebrate-the-milestone)
- [Sustain and monitor](/resources/ai-adoption-roadmap/embed/sustain-and-monitor)
[See all five phases →](/resources/ai-adoption-roadmap)
Go deeper in the booklet
A Leader's Roadmap to Human-Centered AI
The Embed chapter walks through this phase with a worked example, plus the field kit: survey, rubrics, and worksheets.
[Get the booklet on Amazon →](https://www.amazon.com/dp/B0FXGN86YZ)