How AI + product engineering works
for 612 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

Stanford University logoS
Stanford UniversityResearch computing
Nissan logoN
NissanSoftware development platform
Toyota Motor Corporation logoT
Toyota Motor CorporationDocument search
Spotify logoS
SpotifyAutomated code migration
Harvard Medical School logoH
Harvard Medical SchoolProtein interaction discovery
Stanford University logoS
Stanford UniversityResearch computing
Nissan logoN
NissanSoftware development platform
Toyota Motor Corporation logoT
Toyota Motor CorporationDocument search
Spotify logoS
SpotifyAutomated code migration
Harvard Medical School logoH
Harvard Medical SchoolProtein interaction discovery
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Showing 9 of 612 case studies
Zillow logoZ

Zillow

Real Estate & Construction|Enterprise

Conversational home search

Data siloed across acquisitions; building a conversational AI meant stitching six systems. A governed platform collapsed that to one.

<1 hourDashboard Creation Timevs days or weeks
via databricks.com
Published 2 days ago
Techies Without Borders logoT

Techies Without Borders

Non-Profit & Social Impact|SMB

Medical knowledge assistant

AgenticL2

Clinicians in physician-short settings waited 5 mins for answers. Now, offline AI in the clinic responds in 2 secs.

2 secsQuery Response Timevs 5 minutes
via nvidia.com
Published 3 days ago
Rhapsody logoR

Rhapsody

Healthcare Providers|Mid-size
up to

Data integration

AgenticL2

Integration projects stretched over months, waiting on scarce specialists at each stage. Axon now guides teams through every step in place.

80%Reqs & Build Time Saved
via aws.amazon.com
Published 4 days ago
Baz logoB

Baz

Software & Platforms|SMB
up to

Code review agents

AgenticL4

Agent failures at 1M ops/day meant engineers stitching logs, traces, and code to diagnose. Now every decision links to a commit in one view.

80%Eval Time Reduction
via datadoghq.com
Published 4 days ago
Marlabs logoM

Marlabs

Technology|Mid-size

Workforce productivity

AgenticL2

HR queries wound through a patchwork of disconnected systems and a separate help desk. One Copilot agent replaced the whole stack.

>60%Response Time Reduction
via microsoft.com
Published Jun 12, 2026
Ghassan Aboud Group logoG

Ghassan Aboud Group

Automotive & Mobility|Mid-size

Shopping assistant

AgenticL4

Shoppers left to find recipes elsewhere, then add items one by one. Now they describe a meal; the cart builds itself.

40%Journey Time Reduction
via microsoft.com
Published Jun 11, 2026