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Manager AI Transition Plan

Stop your AI programme stalling in the middle. Map what each manager's standing rests on, agree what happens to people, and make them the owner of the redesign.

What's inside this template

Who it's for

CEOs and executive sponsors, AI Operations Leads, HR partners and transformation leads at organisations whose AI programme depends on process owners leading the change

When to use

When pilots work but rollouts keep stalling; before you redesign a process that a manager's team, budget or status depends on; when you're planning a restructure alongside AI; every month to check commitments and outcomes

Key benefit

Managers who own the redesign and get the credit for it, instead of managers who quietly slow it down, with outcomes the steering group can see

Sections included

Plan details
Commitments from the top
Status-quo map
Opportunities and ICE scores
New role and credit
Outcomes
Recognition and incentives
One-to-one conversation guide
Monthly review
Steering group lines
Implementation notes

Complete template content

Prefer Google Docs? Open this template in Google Docs to make a copy and customise it directly. Open in Google Docs →

To use this plan, copy it with the "Copy page" button above or open the Google Doc version. Read the companion guide, why AI programmes stall in the middle, for the thinking behind it.

Manager AI transition plan

A free template for CEOs, executive sponsors and AI Ops leads whose AI programme is stalling in the middle of the organisation. Use one copy per leadership team, with one row per manager whose process AI will change. It works on its own; you don't need any platform to use it.

0. Plan details

☐ Organisation:
☐ Executive sponsor (CEO or COO):
☐ AI Ops lead running the plan:
☐ HR partner (objectives and grading):
☐ Processes in scope:
☐ Review date (monthly):

1. Commitments from the top

Agree these before you talk to managers. Silence reads as bad news, so write down what you will and won't do.

☐ What happens to capacity freed by AI (for example: backlog first, then growth work, then hiring freeze rather than redundancy):
☐ What we will not do, and for how long:
☐ How and when we'll decide anything we can't promise today:
☐ How redesign work counts in objectives, grading and promotion:
☐ Who signs these off (CEO, HR director):

2. Status-quo map

One row per manager or process owner. Be honest about what their standing rests on today. This is about incentives, not character.

Manager (role)	Process they own	Their standing rests on	What AI changes	Stall signals seen	Risk (H/M/L)
Example (fictional): Claims operations manager	First notification of loss to first decision	Team of 45 handlers; expertise in complex claims	Triage agent drafts first decisions on simple claims	Extra manual check added to each pilot version	High

Stall signals to look for:

☐ The pilot works, but the rollout keeps waiting for one more sign-off.
☐ Each redesign adds a review step, so the process gets slower.
☐ Use cases stay personal (drafting, summarising) and never touch the core workflow.
☐ Ideas come from the AI Ops lead or champions, never from the process owner.
☐ The business case counts hours saved, but nobody says where the hours go.

3. Opportunities and ICE scores

List the redesign opportunities for each process. Score each with ICE: impact, confidence and ease, each from 1 to 10, multiplied for a score out of 1,000. The process owner proposes and scores them; the AI Ops lead challenges the scores.

Opportunity	Process	Proposed by	Impact	Confidence	Ease	ICE score	Decision
Example (fictional): Triage agent drafts first decisions on simple claims	Claims	Claims operations manager	8	7	6	336	Go
Example (fictional): Draft fraud referral notes	Claims	Claims operations manager	7	6	8	336	Next

4. New role and credit

Write the new role down before the team gets smaller, so it doesn't feel like a demotion.

Manager	Role today	Role after the redesign	What they'll own	Skills or support needed	Agreed on
Example (fictional): Claims operations manager	Runs a team of 45 handlers	Owner of the redesigned claims process	The quality bar the triage agent works to; the complex-claims team	Training on reviewing agent output; time from the AI Ops lead	12 Nov

5. Outcomes

Rows are processes, not use cases. Record a baseline before the redesign starts. Mark each figure as estimated, sampled or measured.

Process	Measure	Baseline	Target	Latest	Basis	Verified by
Example (fictional): Claims	Average days to first decision	6	2	3	Measured	Finance, monthly

6. Recognition and incentives

☐ Objectives updated to include "processes redesigned with a measured outcome".
☐ Grading and promotion criteria no longer rise with team size alone.
☐ The process owner presents the result to the steering group, not the AI Ops lead.
☐ The CEO names the owner in the next all-staff or steering update.
☐ Freed capacity reallocated as agreed in section 1.

7. One-to-one conversation guide

Use these questions in the first conversation with each manager. Listen more than you talk.

Which parts of your process take the most time and add the least value?
If AI took those parts, what would you want your team to spend its time on?
What worries you about this redesign, for you and for your team?
What would you need to own the change and get the credit for it?
Which measure would prove it worked?
What should we stop asking you to do so you have time for this?

8. Monthly review

☐ Status-quo map: any new stall signals?
☐ Opportunities: what shipped, what's next by ICE score?
☐ Outcomes: latest figures logged, and verified?
☐ Commitments: are we keeping them? Anything to update?

9. Steering group lines

Copy these into your steering group update.

Processes redesigned with a measured outcome this month: [number]. Owners: [names].
Headline outcome: [process], [measure] from [baseline] to [latest].
Stalled: [process], because [reason]. What we're doing: [action].
Decision needed: [for example, agree the capacity commitment for the finance team].

10. Implementation notes

Agree section 1 before any one-to-one. Managers will ask.
Don't promise what you can't keep. A clear process and timetable beats a vague reassurance.
Start with one process and one manager who is open to it. Their result is your best argument.
If you track opportunities and outcomes in Kowalah, the free plan covers logging opportunities, mapping processes and recording outcomes.
This template isn't HR or legal advice. Involve HR before changing objectives, grading or roles.

Get started

How to use this plan

Agree the commitments first

The CEO and HR agree what happens to freed-up capacity, what you won't do and how redesign work counts in objectives. Write it down before any one-to-one.

Map the status quo

For each manager whose process AI will change, note what their standing rests on today and any stall signals you've seen. Incentives, not character.

Hand over the redesign

Use the conversation guide. The manager proposes and ICE-scores the opportunities, sets the baseline and owns the result.

Name the new role

Agree the role after the redesign and what they'll own, before the team gets smaller. Update objectives and recognition with HR.

Review monthly

Log outcomes against the baseline, check the commitments are being kept and put the owner's name on the result in the steering group update.

Questions

Frequently asked questions

Common questions about managers and AI transformation

Why do AI programmes stall in the middle?

Because many managers' standing rests on the process AI changes: team size, the approvals that route through them, or expertise nobody else has. The stall usually looks like diligence, such as one more sign-off or one more check, not open resistance.

Who should own this plan?

The CEO or executive sponsor owns the commitments, HR changes objectives and grading, and the AI Ops lead runs the plan with each manager. If only the AI Ops lead owns it, the incentives won't change.

Should we promise no job losses?

Only if you can keep the promise. Otherwise, say what you will do with freed-up capacity, for how long, and how and when you'll decide the rest. A clear process beats a vague reassurance.

How do we pick which redesign comes first?

Score each opportunity with ICE: impact, confidence and ease, each from 1 to 10, multiplied for a score out of 1,000. Start with a manager who is open to the change; their result is your best argument.

What should we measure?

Process outcomes, not activity: cycle time, error rate, cost per case or customer outcome. Record a baseline before the redesign and mark each figure as estimated, sampled or measured.

Does this replace HR advice?

No. It's a planning tool. Involve HR before you change objectives, grading or roles, and take advice on any change to terms or headcount.

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Want help unblocking the middle?

Kowalah is a UK Anthropic Implementation Specialist. We help CEOs and AI Ops leads bring process owners with them: mapping the processes, scoring the opportunities and turning each redesign into a measured outcome. If you'd like help, book a conversation.

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