Complex BOMs required manual comparison
CASE 02 · GLOBAL PROCUREMENT
Global Procurement Coordination System
Supplier management, BOM interpretation, AI inquiry, comparison, and risk tracking work in one procurement chain.
32%target: faster first-round inquiry
ServicesBOM parsingAI inquirySupplier managementRisk coordination
01
BEFORE · THE FIELD
The most costly procurement risk lives in the handoffs.
Specifications, supplier replies, lead times, and logistics data were fragmented across email, spreadsheets, and systems.
Multilingual inquiry cycles were slow
Risk surfaced too late

SYSTEM · PROCUREMENT CHAIN01Kimi K3Research, context, and reasoning 02DifyKnowledge and applied assistant 03n8nWorkflow and event orchestration 04OpenClawCross-system operations 05CodexTools, integrations, and delivery
Every inquiry moves forward with its full context attached.
Agents parse BOMs, prepare multilingual inquiries, maintain supplier context, and route exceptions to the right owner.
OUTCOME · TARGET METRICS
Give the team more room for supplier strategy and negotiation.
These ranges are suggested trial-stage validation targets and will be replaced by verified client data.
target reduction in first inquiry cycle
target reduction in manual comparison
target supplier record completeness

