Explain with evidence → Prepare within scope → Review with an owner → Execute only as authorised. Keep explanation, preparation, review and execution as distinct states in each connected workflow.
The operating map
An answer is not an executed action. Explore the infographic below the film for the full workflow.
The next useful action
Keep explanation, preparation, review and execution as distinct states in each connected workflow.. Connect the question, the evidence and the next useful action.
THE WORKFLOW, EXPLAINED
An answer is not an executed action.
Keep explanation, preparation, review and execution as distinct states in each connected workflow.
A request such as “explain sales” needs a time period, business scope and consistent definitions. Show missing or stale data instead of presenting an incomplete view as certainty.
02
Distinguish explanation from execution
A recommendation, a prepared campaign and a message actually sent are different states. Define the permissions and review process for each connected workflow.
03
Keep business rules explicit
Financial reconciliation and partner-file validation depend on agreed rules and source records. AI-assisted explanation should not silently alter financial values or resolve an uncertain mapping.
04
Learn from the outcome
Keep a record of what was proposed, what the team chose and what happened. Assess operational quality and business results, including unintended exceptions, rather than counting generated answers alone.
IMPLEMENTATION WORKBENCH
Keep the states of work clear.
Use this review structure to define your deployment scope with the team.
State
What it means
What to check
Explain
Interpret the available business records
Source coverage, definitions and uncertainty
Recommend
Suggest a relevant next step
Evidence, alternatives and business rules
Prepare
Assemble an audience, brief or exception packet
Eligibility, completeness and intended recipient
Approve
A responsible person accepts the next action
Permissions and recorded decision
Execute / review
Use the connected workflow and assess its result
Actual outcome, exceptions and learning
START A CONVERSATION
Let’s discuss the next step.
Bring a business question. Let’s connect the people, the data and the workflow.
