Case StudyPharma Manufacturing
Pharma: GRN reconciliation and vendor quality consistency
A pharma unit reduced GRN disputes and improved procurement reliability with stricter inbound controls.
16 Apr 20261 min readBy AICAN Customer Team
Pharma Manufacturing | Material receipt mismatches delayed production starts
A pharma unit reduced GRN disputes and improved procurement reliability with stricter inbound controls.
The Reality
- PO, invoice, and received quantities often mismatched.
- Rejected inbound lots were not consistently tagged by vendor.
- Stores and QA handoffs depended on manual coordination.
The Cost
- Delayed batch release and unstable production planning.
- Frequent disputes with suppliers on short/quality receipts.
- Hidden carrying cost from blocked and uncertain stock.
The Fix
Digitize
- Implemented PO-to-GRN structured matching with variance logs.
- Captured accepted/rejected quantity with QA comments.
- Connected vendor records to rejection trends and NCR data.
Optimize
- Ranked suppliers by quality and timeliness signals.
- Auto-flagged repeat variance patterns.
- Improved reorder decisions with clean stock confidence.
Scale
- Standardized inbound protocol across all categories.
- Added AI prompts for high-risk vendor approvals.
- Built monthly procurement review scorecards.
The Result
Before: Inbound quality and quantity mismatches repeatedly disrupted plans.
After: Receipt reconciliation stabilized, with stronger vendor accountability and faster production readiness.
Digitize what you have. Optimize what you can see. Scale what you have earned.