A Global Manufacturer Reduced Supply Chain AI Errors by 87%
A global manufacturer operating 15 factories across 8 countries. AI agents manage procurement, inventory optimization, vendor payments, and logistics coordination. Annual procurement budget: $480M.
The Challenge
What they were facing
$2.1M
in procurement errors from AI agents ordering wrong quantities
34
unauthorized vendor selections by AI agents in one quarter
0%
of AI procurement decisions validated against budget constraints
How it works
See the difference
AI agent: reorder raw materials
Steel alloy, Qty: 50,000 units
Selects vendor
Cheapest option, not on approved list
Creates purchase order
No budget validation, no approval
PO submitted
$320,000 committed without review
The Solution
What they deployed
- Installed Supply Chain domain pack with procurement, inventory, and logistics intents
- Configured vendor allowlists by material category and factory location
- Budget validation integrated with SAP ERP via Intended connector
- Thresholds: auto-approve < $100K from Tier 1 vendors, escalate all others
- Quantity anomaly detection: flag orders deviating > 30% from historical patterns
Implementation
From zero to governed
Week 1-2
Map
Catalogued all AI procurement agents across 15 factories. Identified 8 vendor systems and 3 ERP instances.
Week 3
Connect
Installed Intended connectors for SAP, Oracle Procurement, and internal logistics APIs.
Week 4
Configure
Deployed Supply Chain domain pack. Configured vendor allowlists, budget thresholds, and quantity guardrails.
Week 5
Enforce
Enabled enforcement across all factories. First unauthorized vendor blocked within 4 hours.
Results
Measurable impact
0%
Reduction in procurement errors
0
Unauthorized vendor selections
Since deployment
0%
POs validated against budget
Real-time ERP integration
$0.0M
Procurement savings
Annualized error elimination
Decision Replay
Real decisions, full trace
supply.procurement.purchase-orderRISK: 18/100ALLOW34msReorder steel alloy bolts, Qty: 10,000 from FastenerWorld (Tier 1 vendor)
Resolved by: Policy: auto-approve < $100K, Tier 1 vendor, within quantity norms
supply.procurement.purchase-orderRISK: 88/100DENY22msOrder custom circuit boards, Qty: 500,000 from NewTech Ltd (not on vendor list)
Resolved by: Policy: vendor not on approved list for electronics category
supply.inventory.rebalanceRISK: 14/100ALLOW19msTransfer 5,000 units of packaging material from Factory 7 to Factory 3
Resolved by: Policy: inter-factory transfers auto-approved for non-critical materials
supply.procurement.purchase-orderRISK: 72/100ESCALATE28msEmergency order: 200,000 microcontrollers from ChipDirect (Tier 2), $890,000
Resolved by: VP Supply Chain (approved emergency order in 22m, budget exception granted)
“Our AI agents were making procurement decisions without any domain awareness. Intended gave them guardrails that match how our supply chain actually works -- vendor tiers, budget cycles, quantity norms. Errors dropped by 87% in the first month.”
VP Supply Chain, Global Manufacturer
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