How AI + finance works
for 78 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

Unilever logoU
UnileverFinancial analysis
Vale logoV
ValeFinancial document analysis
Grupo Bimbo logoG
Grupo BimboAudit guidance
RSM Cayman logoR
RSM CaymanAudit testing
Kleiner Perkins logoK
Kleiner PerkinsCost modeling
Unilever logoU
UnileverFinancial analysis
Vale logoV
ValeFinancial document analysis
Grupo Bimbo logoG
Grupo BimboAudit guidance
RSM Cayman logoR
RSM CaymanAudit testing
Kleiner Perkins logoK
Kleiner PerkinsCost modeling
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Showing 9 of 78 case studies
Elsinore Valley Municipal Water District logoE

Elsinore Valley Municipal Water District

Energy & Utilities|SMB
up to

Finance operations monitoring

AgenticL2

Lean finance team caught AP problems only when staff complained. Now AI agents spot issues as they emerge and walk staff through each fix.

98%Reporting Time Savings
via infor.com
Published today
Pattillo, Brown & Hill logoP

Pattillo, Brown & Hill

Professional Services|SMB

Audit automation

AgenticL2

Trial balances reformatted by hand, once per district, 70 times each audit cycle. Now agents ingest any format and standardize across all.

~1 hourCompliance Testing Time
via datasnipper.com
Published today
Hazeldenes logoH

Hazeldenes

Consumer Products|Mid-size

Accounting automation

AgenticL3

Senior accountants spent their weeks manipulating Excel to produce journals. Five AI agents now handle that — they review the output.

600hAnnual Hours Saved
via floqast.com
Published Jul 29, 2026
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
Trustly logoT

Trustly

Financial Services|Mid-size

Fraud detection

AgenticL4

Fraud signals buried in unstructured bank data. Generative AI now categorizes each account before models score 500 transactions per second.

75%Faster Risk Assessment
via aws.amazon.com
Published Jul 15, 2026
Partnership on AI logoP

Partnership on AI

Non-Profit & Social Impact|SMB

Compliance auditing

AgenticL2

Scattered across four finance modules, approval logs took five hours to cross-reference. One prompt now flags every exception in minutes.

2 minsPer Financial Auditvs 5+ hour manual audit
via rippling.com
Published Jul 8, 2026