How AI + product engineering works
for 654 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

Toyota Connected logoT
Toyota ConnectedInternal knowledge search
LG U+ logoL
LG U+Customer search
Wayfair logoW
WayfairBuild failure analysis
Spotify logoS
SpotifyCodebase automation
DoorDash logoD
DoorDashDeveloper productivity
Toyota Connected logoT
Toyota ConnectedInternal knowledge search
LG U+ logoL
LG U+Customer search
Wayfair logoW
WayfairBuild failure analysis
Spotify logoS
SpotifyCodebase automation
DoorDash logoD
DoorDashDeveloper productivity
Try:,,
Showing 9 of 654 case studies
Included Health logoI

Included Health

Healthcare Providers|Mid-size

Care navigation

AgenticL4

Rigid decision trees needed seven questions to spot a chest pain emergency. Dot catches it on turn one and adapts to each member's context.

75%Chat Engagement Increase
via blog.langchain.com
Published 2 days ago
Cadence logoC

Cadence

Software & Platforms|Mid-size

Patient alert calls

AgenticL4

40,000+ monthly alerts dialed by hand. Patient volume doubled yearly; median wait hit 1 hour 48 minutes. Agents now call in 3.5 minutes.

97%Contact Time Reduction
via elevenlabs.io
Published 2 days ago
Nextory logoN

Nextory

Entertainment|SMB

Legacy code migration

AgenticL3

A two-year Ruby rewrite became an eight-week sprint—agents mapped the codebase before engineers wrote a line of new code.

~1 weekPublisher Onboardingvs months
via cloud.google.com
Published 5 days ago
Wayfair logoW

Wayfair

Retail|Enterprise

Build failure analysis

AgenticL2

25,000 builds a day, each failure a 30-minute log hunt. AI now delivers targeted fixes to Slack and the IDE—under 5 minutes.

58%MTTR Reduction
via cloud.google.com
Published Sep 11, 2026
Prosper AI logoP

Prosper AI

Healthcare Providers|SMB

Call transcription

AgenticL4

Latency drift sent payer calls back to humans. Deepgram Nova-3 keeps voice agents on the line—claim numbers and policy codes captured clean.

98.5%ID Verification Rate
via deepgram.com
Published Sep 11, 2026
Augusta National Golf Club logoA

Augusta National Golf Club

Entertainment|Mid-size

Live sports insights

AgenticL3

Decades of shot data, too slow to surface live. Now 49 AI agents deliver context to 17M patrons as each shot lands.

20kShots Into Insights
via ibm.com
Published Sep 10, 2026