How AI + operations works
for 274 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

Netflix logoN
NetflixContent production
Porsche Cup Brasil logoP
Porsche Cup BrasilDamage assessment
Citigroup logoC
CitigroupClient onboarding
YMCA South Australia logoY
YMCA South AustraliaOperations support
Wayfair logoW
WayfairCatalog and supplier support
Netflix logoN
NetflixContent production
Porsche Cup Brasil logoP
Porsche Cup BrasilDamage assessment
Citigroup logoC
CitigroupClient onboarding
YMCA South Australia logoY
YMCA South AustraliaOperations support
Wayfair logoW
WayfairCatalog and supplier support
Try:,,
Showing 9 of 274 case studies
Netflix logoN

Netflix

Entertainment|Enterprise

Content production

AgenticL1

VFX sequences ate budgets and capped output. AI in post-production now pays for itself—savings fund the next round of productions.

50%Cost Reduction
via nationalcioreview.com
Published Jul 17, 2026
Advantage Solutions logoA

Advantage Solutions

Professional Services|SMB

Compliance checks

AgenticL2

Paper-and-highlighter compliance checks ate 20–30 min per shift across thousands of locations. A photo now does it in minutes.

<30 minsForecast Assembly Timevs 10 hours per forecast cycle
via anthropic.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
WellNow Urgent Care logoW

WellNow Urgent Care

Healthcare Providers|Mid-size

Clinical documentation

AgenticL4

Charts followed providers home after every 12-hour shift, for years. Ambient AI ended it: 90% of notes now done before they leave.

~$4MProjected Revenue Gain
via commure.com
Published Jun 18, 2026
Rakuten France logoR

Rakuten France

Retail|SMB

Workflow automation

AgenticL4

Workflows collapsed when staff changed roles. A meta-agent now turns plain-language descriptions into live agents—no AI team needed.

58k+Workflows Automated
via notion.com
Published Jun 9, 2026