See how AI works
for 94 companies
in industrial & manufacturing

Context Windows brings together credible AI case studies from the open web, so you can pick and prioritise the use cases that are already working.

Real-world implementations from

Siemens logoS
SiemensCustomer support
Hunter Douglas logoH
Hunter DouglasCustomer support
Barry-Wehmiller logoB
Barry-WehmillerThreat detection
MSC Industrial Supply logoM
MSC Industrial SupplyQuality assurance
AGCO logoA
AGCOWorkflow automation
Siemens logoS
SiemensCustomer support
Hunter Douglas logoH
Hunter DouglasCustomer support
Barry-Wehmiller logoB
Barry-WehmillerThreat detection
MSC Industrial Supply logoM
MSC Industrial SupplyQuality assurance
AGCO logoA
AGCOWorkflow automation
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Showing 9 of 94 case studies
Wind River Environmental logoW

Wind River Environmental

Industrial & Manufacturing|Mid-size

Contact center monitoring

AgenticL4

Agents were evaluated on 4 calls a month. AI Scorecards now cover most conversations—QA became a coaching tool, not a compliance checkbox.

$100K+IVR Revenue Gain
via dialpad.com
Published Jul 24, 2026
MAIRE logoM

MAIRE

Industrial & Manufacturing|Enterprise

Engineering data search

AgenticL2

Thousands of project models across disconnected systems made every query a hunt. Natural language in Teams now surfaces answers immediately.

100+AI Use Cases
via microsoft.com
Published Jul 10, 2026
AGCO logoA

AGCO

Industrial & Manufacturing|Enterprise

Workflow automation

AgenticL2

Quality reviews dragged for weeks, gated by a handful of specialists. Now employees build agents that move them through in about an hour.

~1 hourReview Time Reductionvs weeks
via microsoft.com
Published Jul 7, 2026
Lemvigh-Müller logoL

Lemvigh-Müller

Industrial & Manufacturing|Mid-size

Supplier order matching

AgenticL4

Buyers dug through 10-page PDFs across nine inboxes, comparing each to POs line by line. AI agents handle 90%+—only deviations reach buyers.

>90%Touchless Processing
via sap.com
Published Jun 26, 2026
Synthomer logoS

Synthomer

Industrial & Manufacturing|Mid-size

Order processing

AgenticL3

Emails and PDFs, each decoded and entered manually. AI agents now propose materials and ship-to details; employees review, then approve.

98%Material Match Rate
via sap.com
Published Jun 19, 2026
Cosmos Aluminium logoC

Cosmos Aluminium

Industrial & Manufacturing|Mid-size

Document search

AgenticL2

Manual résumé review took 14 days across 1,000+ inconsistently formatted CVs. Two AI agents now return results in minutes.

~15 minsCandidate Search Timevs 14 days
via aws.amazon.com
Published Jun 13, 2026