Impact studies
October 14, 20256 min read

Automate purchase order processing for a Fortune 500 Manufacturer

Inbound customer POs are captured, validated against ERP rules, and posted with human-in-the-loop exceptions.

ManufacturingOrder intake

Workflow snapshot

The agent watches the shared customer mailbox, classifies inbound emails as purchase orders, and extracts structured PO data from bodies and attachments.

Extracted data is validated against ERP expectations; exceptions route to operators, and clean orders post directly to the ERP.

Volume: 400 customer purchase orders monthly across 800+ unique products.

Key outcomes

Coordinators approve exceptions using clear diffs and source captures.

  • PO intent captured continuously from the shared inbox.
  • Order data standardized to required fields for each PO type.
  • Field validation happens before drafts hit the ERP.
  • Missing details trigger contextual follow-ups to the customer.

Controls applied

Keeps downstream scheduling and fulfillment clean while reducing manual touches.

  • Schema checks cover SKUs, quantities, and delivery constraints.
  • Audit trails link every draft to user and model context.
  • Low-confidence items route to specialists.

Data and fulfillment alignment

Reduces back-and-forth and protects production schedules from bad inputs.

  • Orders are enriched with BOM data, inventory positions, and lead times.
  • Conflicts (MOQ, pack size, allocation limits) are flagged before draft creation.
  • Clean orders are pushed to the ERP with planner-review status.

Exception handling

Ensures edge cases get human eyes without slowing standard orders.

  • Low-confidence SKUs or quantities require quick approvals with highlighted fields.
  • Price or terms mismatches route to account owners with source evidence.
  • Urgent orders are flagged for expedited planner review with SLA timers.

Rollout checklist

Build confidence in stages so ops and sales stay aligned on quality.

  • Start with top customers and product families to maximize coverage.
  • Validate SKU dictionary and synonyms to lift match rates.
  • Enable auto-draft only after accuracy and exception routing hit targets.

Ready to explore

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