AI use-case workshops for companies

The most useful starting material is a description of work that your organisation wants to improve. Ask each participating function to bring a recurring task, a bottleneck or a decision that is difficult to make consistently. Explain who performs it, what information they use and what a satisfactory result looks like. This gives the group something more concrete to compare than a list of technologies.

An AI use case workshop creates space to examine those opportunities together. Some may be suitable for further investigation; others may need better information, a simpler process or no AI at all. The proposed session focuses on selecting the next questions to test. Your organisation keeps responsibility for investment approvals, technical evaluation and any changes to live operations. That boundary makes the resulting plan easier to use.

Invite people who understand the workflow as well as people who can authorise the next step. The executive sponsor can clarify the business priority, while a process owner explains where time and errors accumulate. A technology representative can identify existing systems and constraints. People or learning leaders can describe the support employees would need if the work changes. A focused group makes it easier to resolve differences during the session.

Bring approximate volumes or baseline measures if you already have them, but label estimates clearly. A task described as frustrating may happen only occasionally; a less visible task may consume significant capacity every week. Use approved, anonymised examples to show the input and expected output. We agree in advance whether any tools will be used live and what access is required, so preparation does not depend on participants improvising accounts on the day.

The agenda can be adjusted during scoping, but each activity should contribute to a decision. A short opening establishes the shared objective and explains the scoring approach. Small-group work then gives participants time to describe the actual process before proposing changes. Plenary discussion compares those descriptions, challenges assumptions and selects the next actions. Breaks and reflection time help the group avoid simply backing the most confident presenter.

Consider an illustrative choice between drafting internal meeting summaries and helping staff interpret product specifications. Both might sound attractive, but they have different conditions for success. Summaries could have accessible inputs and an obvious reviewer. Product questions might have greater operational value while requiring document maintenance, permissions and specialist verification. A single enthusiasm score would hide those differences.

The group can compare expected value, information availability, ease of testing, consequence of error and the effort needed from internal teams. Record the evidence behind each judgement. Mark an unknown as unknown instead of giving it an average score. If two opportunities remain close, the next action may be to collect a missing baseline rather than choose a favourite in the room.

This discussion supports a defensible shortlist. It does not establish a guaranteed return or prove that a system is ready to operate. Your technical and business owners use the shortlist to decide which evaluations they are prepared to support.

Each shortlisted opportunity needs enough detail to survive the handover. Capture the current task, the people involved, the proposed change and the reason it matters. Describe the data or documents required, the person who would review the output and the conditions under which the idea should stop. Add the unresolved questions with their owners, so the action plan does not disguise investigation as implementation.

For example, an internal reporting idea might depend on agreeing which source is authoritative before testing any generated narrative. The action belongs to the process or data owner. A second action might ask a manager to define what makes a useful report. These are concrete steps even when no tool is purchased. The working record helps everyone understand why an idea is progressing, waiting or being set aside.

A 90-day plan is a planning horizon, with the pace agreed by your organisation. An initial review can check whether owners obtained the missing inputs. A later review can examine the results of a limited experiment, including quality, review effort and exceptions. The final decision may be to expand, revise or stop. Progress should be assessed against the question being tested, rather than the number of tools tried.

Your sponsor should protect time for this work and resolve conflicts between departments. If a shortlisted idea depends on employee capability, a defined learning cohort may be the next useful step. If it depends on integration, security or specialist validation, those responsibilities need an appropriate separate workstream. The workshop record makes those dependencies visible; it does not silently turn them into an AISB implementation commitment.

A useful quotation separates facilitation from preparation and follow-up. The number of stakeholder conversations, the range of business functions, specialist input, location and the required write-up can all change the workload. Share your decision deadline and internal procurement requirements early. This lets us propose a session your team can prepare for, with deliverables and responsibilities that fit the available time.