See how 349 companies
reduce costs with AI

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.

Get a free personalized overview of what's working with AI in your industry and your role.

You'll also get What's brewing in AI, the weekly newsletter behind Context Windows. Unsubscribe anytime.

Real-world implementations from

Hyundai Motor Group logoH
Hyundai Motor GroupOperations automation
Nestlé logoN
NestléInterview scheduling
Uber logoU
UberCode generation
LG U+ logoL
LG U+Customer search
National Football League logoN
National Football LeagueIncident reporting
Hyundai Motor Group logoH
Hyundai Motor GroupOperations automation
Nestlé logoN
NestléInterview scheduling
Uber logoU
UberCode generation
LG U+ logoL
LG U+Customer search
National Football League logoN
National Football LeagueIncident reporting
Try:,,
Showing 9 of 349 case studies
Trinity Logistics logoT

Trinity Logistics

Transportation & Logistics|Mid-size

Inbound freight booking

AgenticL4

Routine calls crowded out what Trinity was built on. AI took the volume; the team reclaimed time for the carrier relationships that count.

25%Margin Increase
via elevenlabs.io
Published 5 days ago
HBIS Handan Steel logoH

HBIS Handan Steel

Quality inspection

AgenticL4

Defects smaller than a needle's eye once slipped past three inspectors scanning 3,000m steel strips. AI now flags them in milliseconds.

¥3MProjected Annual Benefit
via heb.hebccw.cn
Published Oct 16, 2026
Odense Kommune logoO

Odense Kommune

Government & Public Sector|Enterprise

Workplace productivity

AgenticL2

Staff were already using AI—public, unsanctioned, uncontrolled. Copilot replaced the shadow and recovered hours lost to manual coordination.

DKK 5.1MAnnual Cost Savings
via microsoft.com
Published Oct 15, 2026
National Institutes of Health (NIH) logoN

National Institutes of Health (NIH)

Government & Public Sector|Enterprise

IT self-service

AgenticL2

Answers scattered across hundreds of SharePoint docs drove repetitive support tickets. An air-gapped AI now surfaces them in seconds.

~10,000IT Requests Deflected
via h2o.ai
Published Oct 14, 2026
Yamatozaitaku logoY

Yamatozaitaku

Real Estate & Construction|SMB

Workflow automation

AgenticL2

Rapid growth piled work across every function. Each team tested tools against real tasks, clocked the time saved, and shared what worked.

31.2%Work Time Reduction
via prtimes.jp
Published Oct 14, 2026
loanDepot logol

loanDepot

Financial Services|Mid-size

Post-closing automation

AgenticL4

File completeness checks consumed post-closing teams. Foundation automated 80%+ of government insuring tasks, freeing staff for exceptions.

80%+Task Automation Rate
via nationalmortgagenews.com
Published Oct 13, 2026