Someone suggests a workshop about improving onboarding. The AI-generated agenda contains introductions, brainstorming, discussion and next steps. It fills two hours without explaining what the team should leave with.
Use AI to draft a workshop agenda after defining the working outcome, participants and evidence available. Ask for activities that produce something useful, not a sequence of meeting labels. Keep the facilitator responsible for choosing the approach and adapting it to the people in the room.
Define the finish in practical terms
Choose a result the group can reasonably create together. Examples include an agreed description of one handoff, a shortlist of unresolved rules or a set of options requiring an owner decision.
Avoid vague outcomes such as alignment unless you can explain what agreement will be visible afterwards. A workshop cannot solve a question if the relevant decision-maker or evidence is absent.
For an illustrative onboarding session, the result might be a current-state map and three questions to resolve before redesign. That is more realistic than a complete new process ready for implementation.
Prepare an agenda brief
Give the assistant:
Purpose and concrete output.
People needed and the knowledge each brings.
Current evidence and preparation required.
Decisions the group may make.
Questions outside the session's authority.
Time available and practical constraints.
Ask it to explain how each activity contributes to the finish. Remove activities included only because workshop agendas usually contain them.
Design the output before the activity
If the required result is a list of handoff problems, prepare a simple capture structure: situation, evidence, consequence and owner question. Then choose an activity that helps people fill it.
A general brainstorm may produce many ideas while leaving the current process unclear. Walking through one real authorised case can expose a specific disagreement more quickly.
Use AI to suggest alternatives, but consider what the facilitator can manage. A complex exercise is not useful if participants spend most of the time learning its rules.
An illustrative agenda sequence
Start by agreeing the process boundary. Walk through a representative case. Capture variations and uncertainties. Separate confirmed facts from proposed changes. Finish by assigning owners to unresolved questions.
The timings should follow the actual group and task. Do not treat a generated allocation of minutes as evidence that the discussion will fit.
Keep a route for parking a relevant issue that cannot be resolved in the session. Record its owner and next decision rather than allowing it to consume the entire agenda.
Check the handoff after the workshop
Specify where outputs will be saved, who confirms the record and what happens next. A photograph of sticky notes is not always a usable operating handoff.
The session should leave fewer ambiguities about the selected question, even if it produces no immediate process change. Use AI to prepare the structure and organise material, while keeping judgement and participation with the people responsible for the work.
For related practical guidance, see clarifying cross-team process ownership and investigating recurring operational problems.
Hili Consulting can help turn a rough workshop idea into an outcome-based session brief. Arrange a free 30-minute consultation and bring one example of the work you want to improve.