How AI + operations works
for 278 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

Porsche Cup Brasil logoP
Porsche Cup BrasilDamage assessment
Citigroup logoC
CitigroupClient onboarding
YMCA South Australia logoY
YMCA South AustraliaOperations support
TCL logoT
TCLManufacturing automation
Wayfair logoW
WayfairCatalog and supplier support
Porsche Cup Brasil logoP
Porsche Cup BrasilDamage assessment
Citigroup logoC
CitigroupClient onboarding
YMCA South Australia logoY
YMCA South AustraliaOperations support
TCL logoT
TCLManufacturing automation
Wayfair logoW
WayfairCatalog and supplier support
Try:,,
Showing 9 of 278 case studies
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 2 days ago
DIRECTV logoD

DIRECTV

Telecommunications|Enterprise

Data analytics

AgenticL2

Pulling answers from a sprawling customer dataset once meant weeks of SQL; now anyone asks in plain language and explores it in seconds.

Instantvs Days
via databricks.com
Published Jun 2, 2026
WinnCompanies logoW

WinnCompanies

Real Estate & Construction|Mid-size

Resident support

AgenticL4

Surging delinquency burdened staff. Now, an AI assistant handles routine collections, freeing teams for high-touch, in-person engagement.

1.1k bpsCollection Rate Increase
via eliseai.com
Published May 30, 2026
Met Office logoM

Met Office

Mid-size

Forecast generation

AgenticL1

Forecasters spent 2,920 hours a year condensing weather data into text across 31 sea areas. AI now writes the first draft.

62%LLM Forecast Accuracy
via aws.amazon.com
Published May 26, 2026
Browserbase logoB

Browserbase

Software & Platforms|SMB

Procurement operations

AgenticL3

Manual vendor reviews took days, masking duplicate subscriptions. Now, an AI agent verifies SOC 2 compliance and flags upcoming renewals.

>$80kWaste Reduction
via ramp.com
Published May 21, 2026
Brown & Brown logoB

Brown & Brown

Insurance|Enterprise

Insurance workflow automation

AgenticL2

Manual underwriting and billing created operational bottlenecks. AI now automates submissions and policy checks, freeing brokers for advisory work.

>50k hrsAnnual Hours Saved
via insurtechinsights.com
Published May 12, 2026