How AI + knowledge management works
for 326 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

Under Armour logoU
Under ArmourSelf-service analytics
Kohler logoK
KohlerEmployee productivity
trivago logoT
trivagoKnowledge search
PayPal logoP
PayPalConversational analytics
Electrolux Group logoE
Electrolux GroupSelf-service analytics
Under Armour logoU
Under ArmourSelf-service analytics
Kohler logoK
KohlerEmployee productivity
trivago logoT
trivagoKnowledge search
PayPal logoP
PayPalConversational analytics
Electrolux Group logoE
Electrolux GroupSelf-service analytics
Try:,,
Showing 9 of 326 case studies
Grupo Panvel logoG

Grupo Panvel

Retail|Enterprise

Business data queries

AgenticL2

Dashboards for everything, yet any off-script question meant a ticket and days in the queue. Now managers just ask and get the answer.

90%+Reduction in Anal. Time
via databricks.com
Published 3 days ago
The AA logoT

The AA

Automotive & Mobility|Enterprise
up to

Self-serve analytics

AgenticL2

A small data team fielded every ad hoc query—sometimes hours, sometimes days. Colleagues now ask in plain English via Teams, in seconds.

70%Query Time Reduction
via databricks.com
Published 4 days ago
Webmotors logoW

Webmotors

Automotive & Mobility|Mid-size

Natural language data queries

AgenticL2

Cross-functional teams queued every data question—even simple ones—through a 3-day ticket backlog. Natural language queries made them self-sufficient.

2 hoursTime Saved Per Request
via databricks.com
Published 4 days ago
Huntress logoH

Huntress

Software & Platforms|Mid-size

Knowledge search

AgenticL2

Info fragmented across a growing SaaS stack as headcount hit 800. Employees grab shared agents from a library instead of hunting answers.

1.5+hWeekly Time Savings
via glean.com
Published 6 days ago
pladis logop

pladis

Consumer Products|Enterprise

Workplace productivity

AgenticL2

Routine drafting and reports ate hours each week; many feared AI. Structured training with champions turned fear into genuine advocacy.

12+hMonthly Time Savings
via microsoft.com
Published Sep 11, 2026
PayPal logoP

PayPal

Financial Services|Enterprise

Conversational analytics

AgenticL2

Security rules barred LLMs from their data warehouse. A vault encrypted credentials on the fly; 5,000 now query petabytes in plain English.

~100%Accuracy
via cloud.google.com
Published Sep 4, 2026