See how 46 companies
use AI for employee support

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

Coca-Cola Andina logoC
Coca-Cola AndinaHR support
State Farm logoS
State FarmEmployee self-service
Cemex logoC
CemexHR self-service
Larsen & Toubro logoL
Larsen & ToubroEmployee assistant
Rippling logoR
RipplingEmployee assistant
Coca-Cola Andina logoC
Coca-Cola AndinaHR support
State Farm logoS
State FarmEmployee self-service
Cemex logoC
CemexHR self-service
Larsen & Toubro logoL
Larsen & ToubroEmployee assistant
Rippling logoR
RipplingEmployee assistant
Try:,,
Showing 9 of 46 case studies
City of Lohja logoC

City of Lohja

Government & Public Sector|Mid-size

Internal knowledge search

AgenticL2

As the document archive grew, keyword search couldn't keep up. A chatbot now answers most HR and ICT queries by meaning, not just keywords.

~85%Support Questions Ans.
via oracle.com
Published 2 days ago
Crafty logoC

Crafty

Retail|SMB

Internal knowledge automation

AgenticL3

Answers in Slack, docs, and people's heads. Crafty documented it first; agents now handle 60%+ of questions and free 730 engineer hours.

730hEngineer Hours Saved
via notion.com
Published Aug 14, 2026
Cemex logoC

Cemex

Industrial & Manufacturing|Enterprise

HR self-service

AgenticL2

Policies were on the intranet. Employees called HR anyway. Now a Teams agent answers around the clock, freeing HR for complex cases.

via microsoft.com
Published Aug 11, 2026
State Farm logoS

State Farm

Insurance|Mid-size

Employee self-service

AgenticL2

Underwriters searched hundreds of pages of criteria; HR fielded policy questions employees could self-serve. Agents now handle both.

24 hoursTranslation Turnaroundvs 12 months
via microsoft.com
Published Aug 11, 2026
Larsen & Toubro logoL

Larsen & Toubro

Real Estate & Construction|Enterprise

Employee assistant

AgenticL2

L&T's AI couldn't break out of pilots across 140,000 employees. Microsoft Copilot now serves 23,000+ daily; HR resolution up 70%.

70%Query Res. Improvement
via telecomlive.in
Published Jul 15, 2026
Rippling logoR

Rippling

Software & Platforms|Mid-size

Employee assistant

AgenticL3

Siloed models couldn't reason across domains; a supervisor now routes read, retrieval, and action agents across HR, IT, and finance.

MillionsUsers
via blog.langchain.com
Published Jun 2, 2026