How AI + finance works
for 75 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 75 case studies
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
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
Unilever logoU

Unilever

Consumer Products|Enterprise

Financial analysis

AgenticL2

Every new meeting question triggered days of data prep. Finance teams now ask the data lake directly and test hypotheses in minutes.

~€3MExpected Annual Savings
via databricks.com
Published Jul 1, 2026
Ethic logoE

Ethic

Financial Services|SMB

Payroll reporting

AgenticL2

A payroll burn rate view took hours to build, an hour to refresh, and broke with every reorg. One prompt now returns it instantly, live.

0 hoursManual Setup Timevs few hours initial setup + up to 60 min monthly refresh
via rippling.com
Published Jun 25, 2026
Grupo Bimbo logoG

Grupo Bimbo

Consumer Products|Enterprise

Audit guidance

AgenticL2

Hours searching SharePoint, days waiting for QA, reports rewritten when templates changed. Now two agents answer instantly from live docs.

~20%Planning Time Reduction
via microsoft.com
Published Jun 20, 2026