See how 32 companies
use AI for specialized search

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 Motor Corporation logoT
Toyota Motor CorporationDocument search
Wikimedia Deutschland logoW
Wikimedia DeutschlandKnowledge search
Rappi logoR
RappiProduct search
Toolstation logoT
ToolstationProduct search
NuScale Power Corporation logoN
NuScale Power CorporationDocument search
Toyota Motor Corporation logoT
Toyota Motor CorporationDocument search
Wikimedia Deutschland logoW
Wikimedia DeutschlandKnowledge search
Rappi logoR
RappiProduct search
Toolstation logoT
ToolstationProduct search
NuScale Power Corporation logoN
NuScale Power CorporationDocument search
Try:,,
Showing 9 of 32 case studies
NuScale Power Corporation logoN

NuScale Power Corporation

Energy & Utilities|Mid-size
up to

Document search

AgenticL2

Generic search couldn't speak nuclear; answers buried in licensing docs. Purpose-built AI now surfaces them in seconds, traceable to source.

80%Search Time Reduction
via gurufocus.com
Published Aug 25, 2026
Wikimedia Deutschland logoW

Wikimedia Deutschland

Non-Profit & Social Impact|SMB

Knowledge search

AgenticL1

Querying Wikidata required specialized syntax, locking out most AI systems. Vector search now lets LLMs navigate 100M+ entities in plain language.

30xQuery Speed Increase
via ibm.com
Published Aug 14, 2026
Eurowings logoE

Eurowings

Travel & Tourism|Mid-size

Website search

AgenticL1

Scattered data made AI features impossible to build. Unifying it unlocked search that understands traveler intent, not just keywords.

>60%Search Latency Reduction
via databricks.com
Published Jul 10, 2026
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 Jun 17, 2026
Toyota Motor Corporation logoT

Toyota Motor Corporation

Automotive & Mobility|Enterprise

Document search

AgenticL2

Scattered AI tools and manual document searches slowed engineers. Now, a unified AI rapidly retrieves specialized technical answers.

20%Research Time Reduction
via aws.amazon.com
Published Apr 8, 2026
Furniture.com logoF

Furniture.com

Retail|SMB

Product discovery

AgenticL2

Fragmented vendor feeds obscured matching items. Now, AI pipelines parse millions of unstructured records into curated collections.

2xConversion Increase
via databricks.com
Published Apr 3, 2026