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AI strategy and team enablement

Choose the right first task. Give your team a way to run it.

Choose a useful first task and give its owner a way to operate it.

For leaders and teams weighing AI opportunities against real process, quality and operating constraints.

Conceptual illustration of a team comparing a task baseline with a supervised trial before making an evidence-based adoption decision.
A practical decision, then a pilot.Original conceptual illustration

01 / The task

Where work
gets stuck.

There are many ideas but no agreed baseline, owner, evaluation set or decision about what should stay human.

Start with a real example of the work. We can then decide what needs a better process, a clearer interface or a focused build.

02 / A useful result

What we can deliver

Agree the scope and acceptance checks before implementation. These are possible outputs, shaped around your task.

A task worth testing

Prioritize one opportunity against its frequency, quality needs and constraints.

In the handoff

A workflow assessment and prioritized opportunity

An honest comparison

Include review, correction and running cost alongside the first output.

In the handoff

A baseline and evaluation plan with costs and review time

An operating owner

Make responsibilities, limits and the next decision clear to the people doing the work.

In the handoff

A practical implementation or workshop with operating documentation

03 / A possible approach

From a list of AI ideas to one bounded pilot.

Illustrative scenario. Scope and results depend on the actual process and systems.

The current friction

  1. Every team has a different tool idea
  2. A quick demo has no comparable baseline
  3. Nobody owns the next operating decision

A more deliberate path

  1. Choose a task with representative cases
  2. Compare a supervised trial with current work
  3. Agree an owner, limits and a continue-or-stop decision

A team can compare the time, quality and rework for a representative task before and after a supervised workflow change.

Explore a workflow example ↗
Memi product capture from the founder-built tooling project, showing its working interface.
Founder-built product · Memi

Selected work / Scope matters

Make the work inspectable.

Memi is a founder-built product. It shows our experience making tools and interfaces; it is not evidence of a client workshop or a promised productivity improvement.

Explore the founder-built product ↗

04 / Working together

Clear decisions.
A usable handoff.

Scope, ownership, external costs and review points are agreed before work begins. A focused assessment can precede a build.

  1. 1. Understand

    A process owner, representative examples, existing constraints and an agreed decision to make.

    A defined task and agreed acceptance criteria
  2. 2. Design and build

    Compare a few representative cases against the baseline. Work with the operating team on a bounded pilot or practical workshop, including the work that should remain human.

    A focused implementation or testable proposal
  3. 3. Test and hand over

    We compare like-for-like cases, include review and rework, and hand over the limits, ownership and next decision.

    A prioritized task, evaluation notes, an operating guide and a clear next decision.

We document ownership, operation and recovery. Continuing support or team enablement is agreed separately when needed.

05 / Before we begin

A few useful
questions.

Do we need to adopt AI everywhere?

No. A fixed rule, a better interface or a process change may be a better fit. We select the approach for the task.

What should the team bring to a workshop?

A process owner, a recent example of the work and the constraints that affect it. We shape the session around those real tasks rather than a general tour of tools.

Can the assessment recommend no AI?

Yes. A simpler rule, a clearer interface or a process change can be the better answer. The goal is a useful decision, not adoption for its own sake.

The next step

Bring the task.
We’ll work out the approach.

Tell us what happens today, who owns the work and what you would like to change. We’ll start there.

Start a conversation ↗