AI in Procurement: From Hype to Measurable KPIs

AI is useful when it moves the KPI needle. Anchor automation to measurable outcomes and keep governance in the loop.

1) Opportunity Scanning → Qualified Pipeline

Agents monitor portals and suppliers; humans review high-signal events.

2) Document Intelligence → Faster Compliance

Extraction & validation remove rework and defects.

3) Co‑Drafting → Cycle‑time & Quality

Guardrailed drafting with QA checklists accelerates iteration.

4) Analytics → CFO‑Ready Dashboards

Track savings, cycle‑time, compliance and risk with drill‑downs.