An AI workflow is useful only when its data, permissions and supported actions are defined. Advice, a product enquiry and an authorized order action are different tasks.
Separate three roles
| Role | What must be clear |
|---|---|
| Explain or summarize | Which information is available and how current is it? |
| Recommend | What assumptions support the suggestion and who reviews it? |
| Act in a system | Which account permission, approval and supported action apply? |
Do not infer live forecasting, repricing or listing control from the presence of an assistant in a messaging channel.
Use a bounded example
Illustrative workflow: a user asks about a product within the FlexHub ecosystem. The conversation needs a product reference and a current authorized source before availability can be confirmed. If a record is missing or unclear, the account team handles the enquiry. No live stock or measured result is implied by this example.
Keep development claims separate
FlexHub’s new FlexHub WMS is in development. Website inventory, categories and proposed connections depend on the agreed scope and validation. The technology concept is not evidence that every assistant feature or data flow is live today.
Prepare a useful assistant brief
- Name the task and the authoritative data source.
- Define who may see or change the record.
- Keep uncertain availability and approval decisions with the responsible team.
- Record the outcome and a route for correcting mistakes.
Start with your actual operation.
Bring the product, order or system details behind your question so the team can review the relevant scope.