How AI + IT works
for 91 companies

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

Visa logoV
VisaAlert investigation
United Express logoU
United ExpressSystem monitoring
Leidos logoL
LeidosIT self-service
Barry-Wehmiller logoB
Barry-WehmillerThreat detection
EchoStar logoE
EchoStarSecurity operations
Visa logoV
VisaAlert investigation
United Express logoU
United ExpressSystem monitoring
Leidos logoL
LeidosIT self-service
Barry-Wehmiller logoB
Barry-WehmillerThreat detection
EchoStar logoE
EchoStarSecurity operations
Try:,,
Showing 9 of 91 case studies
Krafton logoK

Krafton

Entertainment|Mid-size

Security operations

AgenticL3

Up to an hour per alert, dozens daily—manual triage had hit a wall. AI personas now debate each in minutes; humans authorize the response.

~95%Alert Recog. Time Reduc.
via microsoft.com
Published Sep 4, 2026
Zapier logoZ

Zapier

Software & Platforms|Mid-size

Knowledge search

AgenticL2

Knowledge scattered across dozens of tools; IT fielded constant questions. Now AI answers 98% of tickets, briefs generated in seconds.

89%Brief Creation Time Red.
via glean.com
Published Sep 4, 2026
EchoStar logoE

EchoStar

Telecommunications|Enterprise

Security operations

AgenticL2

Siloed tools left the SOC blind to threats spanning satellites to cloud. AI now closes most cases automatically, in seconds.

13 secMedian Resolution Time
via paloaltonetworks.com
Published Aug 28, 2026
Markel logoM

Markel

Insurance|Enterprise

Incident investigation

AgenticL2

Each incident sent engineers hunting for context from scratch, inconsistently across teams. Edwin AI now delivers it upfront.

79%Alert Noise Reduction
via logicmonitor.com
Published Aug 21, 2026
FloQast logoF

FloQast

Software & Platforms|Mid-size

Incident investigation

AgenticL2

Finding root cause meant stitching logs, traces, and metrics by hand during incidents. Now AI surfaces the hypothesis; engineers verify.

10%Invest. Time Reduction
via grafana.com
Published Aug 21, 2026
Delightroom logoD

Delightroom

Software & Platforms|SMB

Incident response

AgenticL3

Three engineers, two products, 82M users — signals stitched by hand. AI now delivers root causes before they open their laptops.

~5 minsDetection Time Reduction
via datadoghq.com
Published Jul 25, 2026