How AI + IT works
for 83 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
Beast Industries logoB
Beast IndustriesChatbot security
Barry-Wehmiller logoB
Barry-WehmillerThreat detection
InPost logoI
InPostOperations monitoring
Visa logoV
VisaAlert investigation
United Express logoU
United ExpressSystem monitoring
Beast Industries logoB
Beast IndustriesChatbot security
Barry-Wehmiller logoB
Barry-WehmillerThreat detection
InPost logoI
InPostOperations monitoring
Try:,,
Showing 9 of 83 case studies
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
Visa logoV

Visa

Financial Services|Enterprise

Alert investigation

AgenticL3

The alert named the event. The analyst still had to name the person — a second search, slower for newer analysts. A pipeline now names both.

secondsAlert Triage Timevs 10–20 minutes of manual analyst work per alert
via elastic.co
Published Jun 27, 2026
Omniscient Neurotechnology logoO

Omniscient Neurotechnology

Pharmaceuticals & Biotech|SMB

Fleet audit

AgenticL2

30-minute report-digging kept fleet audits chronically deferred. Now one prompt delivers every device, flag, and follow-up emails at once.

80-90%Audit Time Reduction
via rippling.com
Published Jun 18, 2026
United Express logoU

United Express

Travel & Tourism|Enterprise

System monitoring

AgenticL2

336 hours a month combing 8M daily logs by hand, always one step behind. Now engineers ask in plain language and act in minutes, not hours.

~90%MTTR Reduction
via aws.amazon.com
Published Jun 11, 2026
Western Governors University logoW

Western Governors University

Education & Training|Enterprise

Incident investigation

AgenticL3

Teams searched blind across disconnected systems for days. An AI agent now runs the investigation, surfacing root cause automatically.

77%Resolution Time Reduct.
via dynatrace.com
Published Jun 11, 2026
Tecban logoT

Tecban

Financial Services|Mid-size
up to

Workplace assistants

AgenticL2

Ungoverned AI was too risky for critical banking; a governed path now embeds Copilot and custom assistants into everyday work.

30%More Output
via microsoft.com
Published Jun 3, 2026