High-ROI pattern
Quote generation, reconciliation, and workflow routing.
Insight
AI projects that actually produce ROI
The best first AI projects reduce repetitive manual steps tied to revenue, cost, or cycle time.
Avoid
Broad experiments without baseline metrics or ownership.
Measure
Time saved, error reduction, throughput increase, and revenue velocity.