The problem
What needed to change
Operational data is spread across spreadsheets, ERP exports, WhatsApp conversations, and scanned records, making daily reporting slow and inconsistent.
Scope
Workstreams in progress
These workstreams are in progress; completed outcomes are not yet published.
- Data lake for operational records
- Automated management reporting
- Agent-assisted blend, stock, quality, and dispatch decisions
Agents and workflows
AI workflows in scope
- MIS agent for recurring reporting
- Exception agents for quality and dispatch
- Decision-intelligence layer for operating reviews
Reliability
Trust controls in scope
- Validated data at the point of entry
- Rules encoded from operating logic
- Answers traceable to source records
Outcomes
Delivery outcome is being measured against written acceptance criteria as the system moves through milestones.