How we would approach it
- Prioritise one constrained workflow
- Integrate with existing ERP/CRM where APIs allow
- Automate validation and exceptions
- Measure operational impact before scaling
Industry perspective
Manufacturing and Distribution
Orders, quality records, service requests and planning data cross email, ERP, spreadsheets and human handoffs.
Designed outcomes
- Faster document handling
- Better exception visibility
- More consistent service
- Clearer planning information
Human control and limitations
Production, safety and inventory actions need deterministic controls and authorised human approval; generative output is not a safety system.
Measures that matter
Success measures are agreed during discovery and baselined before automation begins.
- Processing cycle
- Exception closure
- Data accuracy
- Service response
Make it operational
Discuss this use case
We will test fit, constraints and a responsible pilot path.