How AI + product engineering works
for 598 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

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PGA TOURWebsite testing
Stanford University logoS
Stanford UniversityResearch computing
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NissanSoftware development platform
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Toyota Motor CorporationDocument search
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Southwest AirlinesSoftware development
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PGA TOURWebsite testing
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Stanford UniversityResearch computing
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NissanSoftware development platform
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Toyota Motor CorporationDocument search
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Southwest AirlinesSoftware development
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Showing 9 of 598 case studies
Cactus Communications logoC

Cactus Communications

Media|Mid-size

Product development

AgenticL2

Their engineers were propping up overprovisioned LLM clusters instead of shipping. Bedrock took the upkeep; the team got back to building.

100%+Annual Portfolio Growth
via aws.amazon.com
Published Jul 28, 2026
Cleverbridge logoC

Cleverbridge

Financial Services|Mid-size

Performance analytics

AgenticL2

Client analytics required SQL queries only engineers could write. Now CSMs pull performance reports in minutes with plain language prompts.

~1 FTEAnnual CSM Time Savings
via snowflake.com
Published Jul 23, 2026
Rosebud AI logoR

Rosebud AI

Software & Platforms|SMB

Game audio generation

AgenticL1

Most games shipped silently—adding audio meant leaving the platform to license tracks. Now every game ships with an AI-generated soundtrack.

23%Engagement Increase
via elevenlabs.io
Published Jul 23, 2026
NTT DATA logoN

NTT DATA

Technology|Enterprise

Agent monitoring

AgenticL3

Agents looked healthy — 200s, no errors — while decisions quietly deteriorated. Unified tracing across every layer now surfaces the why.

~70%MTTR Reduction
via datadoghq.com
Published Jul 21, 2026
Epilepsy Foundation logoE

Epilepsy Foundation

Non-Profit & Social Impact|SMB

Patient health Q&A

AgenticL2

Scared patients chased cures through forums no one had vetted. Sage answers only from the Foundation's reviewed library — or declines.

4xGrant Time Savings
via anthropic.com
Published Jul 21, 2026
National Domestic Workers Alliance logoN

National Domestic Workers Alliance

Non-Profit & Social Impact|SMB

Negotiation support

AgenticL2

Each worker negotiates alone — no HR, no coworkers. Ask Aya turns the movement's collective wisdom into guidance she can hold in her hand.

93%Advice Applied Rate
via anthropic.com
Published Jul 21, 2026