See how AI works
for 110 companies
in industrial & manufacturing

Context Windows brings together case studies on what companies are doing with AI, from across the web. We compare their results so you can prioritise the use cases that are actually working.

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Real-world implementations from

Siemens logoS
SiemensLead qualification
ICL Group logoI
ICL GroupLegal due diligence
Barry-Wehmiller logoB
Barry-WehmillerThreat detection
Elsewedy Electric logoE
Elsewedy ElectricProcess automation
Corteva logoC
CortevaMolecular discovery
Siemens logoS
SiemensLead qualification
ICL Group logoI
ICL GroupLegal due diligence
Barry-Wehmiller logoB
Barry-WehmillerThreat detection
Elsewedy Electric logoE
Elsewedy ElectricProcess automation
Corteva logoC
CortevaMolecular discovery
Try:,,
Showing 9 of 110 case studies
ICL Group logoI

ICL Group

Industrial & Manufacturing|Enterprise

Legal due diligence

AgenticL3

Outside counsel was the default for time or expertise gaps. Harvey brought complex matters in-house — same team, no new headcount.

£90-165KSaved on Single Deal
via harvey.ai
Published Oct 5, 2026
Corteva logoC

Corteva

Industrial & Manufacturing|Enterprise

Molecular discovery

AgenticL2

Mapping a billion protein interactions took years; GPU acceleration cut it to weeks, letting researchers test more candidates without more lab runs.

80-100xClustering Speed Gain
via nvidia.com
Published Oct 1, 2026
Döhler logoD

Döhler

Industrial & Manufacturing|Enterprise

Service management

AgenticL2

Hundreds of thousands of requests buried in email inboxes. Joule agents now route, classify, and draft replies — teams handle more, faster.

25%Cost Savings
via sap.com
Published Sep 18, 2026
Siemens logoS

Siemens

Industrial & Manufacturing|Enterprise

Lead qualification

AgenticL4

Leads arrived unqualified, pulling engineers into days of BANT research. Two agents now qualify every inbound and brief sellers in minutes.

100%Lead Coverage
via salesforce.com
Published Sep 17, 2026
Havells logoH

Havells

Industrial & Manufacturing|Enterprise

Voice home control

AgenticL4

Exact commands couldn't match how Indian homes speak — mixing Hindi, English, Marathi. Havells' AI now reads intent from natural speech.

8Languages Supported
via elevenlabs.io
Published Sep 7, 2026
Syngenta logoS

Syngenta

Industrial & Manufacturing|Enterprise

Enterprise agent platform

AgenticL2

Teams kept rebuilding agents others had already built—no shared standard, no way to find them. A mesh gave every agent a discoverable home.

via aws.amazon.com
Published Aug 27, 2026