See how 97 companies
use AI for document drafting

Context Windows brings together credible case studies on what companies are doing with AI, from across the open web. We compare their results so you can prioritise the use cases that are actually working.

Real-world implementations from

IBM logoI
IBMRenewal automation
MUFG Bank logoM
MUFG BankClient research
Genius Sports logoG
Genius SportsQuote generation
BioIVT logoB
BioIVTQuote generation
Docker logoD
DockerFinancial close reporting
IBM logoI
IBMRenewal automation
MUFG Bank logoM
MUFG BankClient research
Genius Sports logoG
Genius SportsQuote generation
BioIVT logoB
BioIVTQuote generation
Docker logoD
DockerFinancial close reporting
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Showing 9 of 97 case studies
The Ventures logoT

The Ventures

Financial Services|SMB

Investment review

AgenticL2

Delays hit 72 hours — a ceiling no new hire could raise. AI runs market sizing to report drafts; reviewers focus on founders.

24 hoursReview Turnaround
via n.news.naver.com
Published Jul 27, 2026
Savage Precision Fabrication logoS

Savage Precision Fabrication

Aerospace & Defense|SMB
up to

Production planning

AgenticL2

Work orders, travelers, and POs set to surge 30%—no path through without new staff. AI agents draft; the same team reviews and ships.

99%Planning Time Reduction
via ibm.com
Published Jul 16, 2026
Delaware Nation Industries logoD

Delaware Nation Industries

Professional Services|Mid-size

Proposal response

AgenticL2

Knowing whether to bid required tracking down technical staff; proposals meant digging through old files. Agents now handle both.

83%Effort Reduction
via glean.com
Published Jul 15, 2026
Best Egg logoB

Best Egg

Financial Services|Mid-size

Risk management

AgenticL2

Risk team buried in spreadsheets and email couldn't see enterprise-wide exposure. Unified platform gave them real-time clarity — with the smallest team yet.

8Policies in One Day
via workiva.com
Published Jun 24, 2026
IBM logoI

IBM

Technology|Enterprise

Renewal automation

AgenticL4

Renewal quotes built by hand, scattered across regional systems—quarter-end always a scramble. Watsonx now generates them six months early.

37k hHours Saved (YTD)
via conga.com
Published Jun 18, 2026
TechChange logoT

TechChange

Education & Training|SMB

Proposal writing

AgenticL2

An 80-page RFP hit mid-holiday with nothing to draw on. AI templates let three people structure, adapt, and submit in three weeks—and win.

30%Writing Time Reduction
via freewill.com
Published Jun 13, 2026