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Playbook: Change Impact & Adoption Assessment
Practical assessment methods to identify readiness, adoption barriers, and actionable plans before scaling AI solutions.
Playbook: Change Impact & Adoption Assessment
Assess the people, processes, and systems that must change for AI projects to deliver value — and create a practical plan to make that change stick.
Why this matters
Technical pilots and prototypes often succeed in isolation but fail to deliver organizational benefit because adoption was not planned. This playbook helps you surface the real-world impacts projects will have on roles, daily workflows, performance measures, and technology integrations so you can reduce disruption and accelerate value.
What you'll understand and be able to do
Working through the playbook you will: map affected stakeholders and processes; score readiness across people, data, and systems; identify common behavioral and operational barriers; design targeted adoption interventions (training, job aids, incentives, workflow changes); define success metrics; and plan a staged rollout or pilot with monitoring and feedback loops.
Who benefits
This resource is useful for cross-functional teams deploying AI or automation — product owners, program managers, operations leaders, IT and data teams, HR and L&D leads, consultants, and small business owners. Examples: a manufacturing plant planning predictive maintenance pilots, a clinic introducing AI-assisted triage, a retailer rolling out an automated scheduling tool, or a nonprofit launching an AI-driven donor insight service.
How this connects to our AI work
Applied AI succeeds when people and systems adapt. This playbook complements capability-focused resources (e.g., AI opportunity discovery, agent design, and data readiness) by focusing on adoption risk and change planning — the bridge between technical proof-of-concept and sustained operational value.
What's included and how to use it
The playbook includes a structured Change Impact & Adoption Assessment tool you can use to guide stakeholder interviews, score readiness, and produce a prioritized adoption roadmap. The assessment can be used as an interactive checklist or worksheet; responses can be recorded and exported so teams can track progress, compare pilots, and iterate on learning.
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