An AI tool is meant to sort incoming requests. Employees demonstrate that urgent cases are classified as routine and no timely second review is in place. Assess their evidence and change the workflow before planning further rollout.
Compare training alone with a human second review or postponing the initiative. Use case requests with known priorities to test whether urgent cases reach a responsible person in time and whether capacity is sufficient. If cases still slip through, revise the workflow or scope. Then specify how employees will learn the changed procedure and report errors.
Take away an adoption procedure with learning tasks. Work with your own area or the case study, recording the decisions and approvals needed for implementation.
What you will work on
You map the roles and tasks affected by a planned AI adoption in your area and derive the capability requirement for each group.
You assess objections and work problems against evidence and distinguish valid criticism from misinformation.
You check how an urgent request incorrectly classified as routine reaches a responsible person in time.
Who it is for
Managers responsible for a business or functional area
HR and change professionals
Programme and project leads for AI adoption
Topics
Mandate and scope of an adoption in your own area
Affected tasks and groups
Capability requirements and a suitable learning format for each group
Objections and work problems: distinguishing valid criticism, evidence and misinformation
Sequencing adoption measures with owners, resources and dependencies
Recording observation points, outstanding approvals and an escalation condition in the plan
Your result
Your adoption procedure records how work will change, how valid objections are addressed and what employees need to learn. Use it to continue preparing adoption in your area.
Prerequisites
You are responsible for a defined area or change initiative and can provide information on affected tasks, roles and planned measures. Project experience helps but is not required. Where reliable data on affected groups or sentiment is missing or cannot be shared, you work on a case study with clearly labelled assumptions.
Format and approach
Planned self-study with 6–8 hours of work and a template. You check your own work against explicit criteria and an annotated example.
When AI drafts responses, the work of the people checking and approving them changes too. Review three drafts and develop a plan for allocating tasks, participation and training in the affected area.
Your leadership team connects a concrete strategic decision with the development of initial AI tools. You assess options, test work processes and agree which decisions remain with people, which tasks AI may perform and what needs to happen over the next 90 days.
Plan an AI pilot using a customer-service case from a financial-services organisation. Work out who provides the required evidence, when an approval decision is needed and which preparatory tasks can already begin.