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Agentic Industrial

KWorks Connects The Entire Industrial Lifecycle

Design, planning, supply chain, manufacturing, and quality. One correlated context graph across every stage.

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01The Problem

A shipped lot is heading for recall. No single system sees it coming.

Lot C-4471, already built into 847 finished units and delivered to 12 customer sites. Nothing connects the failed assay, the bills of material and the shipment records. Every system is right about its own slice, and the recall window is already 17 days old.

No system was wrong. Every system was right about its own slice, and none could see the whole. That gap is what makes a recall expensive.

02The Trace

Four systems. One answer.

What each system knew, and when it knew it.

Quality Director
Lot C-4471 just failed QC. Where did it go?
Kai · context graph · 4 linked records
14 FebMESLot C-4471 clears the line and ships.
18 FebERPIt is consumed into 3 bills of material for SKU-8842.
26 FebShippingFinished units reach 12 customer sites.
2 MarQMSThe retained-sample assay fails. The lot is out of spec.
KWORKS CORRELATES THE FOUR

847 units are already in the field, across 12 customer sites, 17 days after the lot shipped.

Neither number is stored anywhere. Both are derived at query time from the four records above.

WO #2847hold 847 units in field
Same day, not three to five days. The work order is the output. KWorks writes it back through the same Blueprint it read.
03Systems

It reads the stack you already run

No rip and replace, no data migration. KWorks queries your systems where they sit.

Design & PLM
PTCPTC
SiemensSiemens
Dassault SystèmesDassault Systèmes
AutodeskAutodesk
ERP & Bills of Material
SAPSAP
Oracle ERPOracle ERP
InforInfor
EpicorEpicor
Manufacturing & MES
PlexPlex
TulipTulip
Rockwell AutomationRockwell Automation
AVEVAAVEVA
Quality & Inspection
CognexCognex
KeyenceKeyence
HexagonHexagon
Sight MachineSight Machine
Supply Chain
Blue YonderBlue Yonder
KinaxisKinaxis
E2openE2open
SAP AribaSAP Ariba
Shop Floor & OT
IgnitionIgnition
OPC UAOPC UA
MQTTMQTT
HoneywellHoneywell

A sample. If a system holds data, a Blueprint can read it. Browse Blueprints

04In Action

The same shape, other questions

Traceability is one query. The lifecycle raises a lot of them.

Supplier Delay Impact Analysis

SCENARIO

A critical supplier misses a delivery deadline by 2 weeks.

QUESTION

What designs, production lines, customer orders, and downstream shipments are affected?

ANSWER

KWorks maps the delayed component to every BOM, production schedule, and customer commitment, surfacing a prioritized impact report with recommended mitigations.

Quality Issue Root Cause Tracing

SCENARIO

Customer returns spike for a specific product line.

QUESTION

Is this a design issue, manufacturing defect, materials problem, or supplier quality drift?

ANSWER

KWorks correlates return data with manufacturing records, design changes, material specs, and supplier metrics, pinpointing root cause and the exact lifecycle point where drift began.

KWorks runs on the Korthread platform, reading quality, supply chain and manufacturing systems through Blueprints and answering over Korthread Fabric. See how the platform works

05See it

See KWorks on your quality data

KWorks reads your QMS, MES, ERP and supplier systems through Blueprints. Book a call and we'll trace a defect through yours.

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