The simple difference
An AI tool might draft a reply. A business system decides which enquiry needs a reply, finds approved context, creates a draft, checks the risk, asks a person to approve, logs the action and measures the outcome.
Start with the result
Choose a real business goal first: qualified enquiries, faster customer replies, shorter onboarding or fewer manual errors. Design the workflow backwards from that result.
The six elements
A practical system needs a trigger, data, AI or rules, a human decision, an action and a measure. Add an exception path for anything that goes wrong.
WORKFLOW · THE SAME SIX-PART LEGEND
DATAAI ACTIONAUTOMATIONHUMAN APPROVALKPIEXCEPTION
- DATATrigger and dataWhat starts it.
- AI ACTIONAI or rulesPrepare and suggest.
- HUMAN APPROVALHuman decisionApprove or change.
- AUTOMATIONActionDo the allowed task.
- KPIMeasureDid it improve?
- EXCEPTIONException pathWhen a rule fails.
What to do next
Pick one repeatable workflow. Map it before you choose a model or an automation tool. Test one normal case, one exception and one approval before you expand.
CONSULIGENCE InsightsFounder-led by Bharath Palanichamy