How AI + finance works
for 85 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
Paychex logoP
PaychexPayroll processing
Grupo Bimbo logoG
Grupo BimboAudit guidance
RSM Cayman logoR
RSM CaymanAudit testing
Unilever logoU
UnileverFinancial analysis
Vale logoV
ValeFinancial document analysis
Paychex logoP
PaychexPayroll processing
Grupo Bimbo logoG
Grupo BimboAudit guidance
RSM Cayman logoR
RSM CaymanAudit testing
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Showing 9 of 85 case studies
CROP logoC

CROP

Professional Services|Mid-size

Audit automation

AgenticL2

Expense testing and reconciliations ate into audit hours; most AI couldn't trace to source. Agents now handle both inside Excel.

10-15mSaved Per Routine Task
via datasnipper.com
Published today
PicPay logoP

PicPay

Financial Services|Enterprise
up to

Fraud risk scoring

AgenticL4

Sensitive triggers flooded the queue; analysts cleared cases one at a time. Four agents now pre-screen each anomaly in parallel.

10xPeak Response Speed
via databricks.com
Published Sep 16, 2026
Paychex logoP

Paychex

Software & Platforms|Enterprise

Payroll processing

AgenticL3

Each payroll submitted by email was read, validated, and keyed by hand. Specialists now catch exceptions; an agent handles the full cycle.

30%Human Effort Reduction
via bain.com
Published Sep 14, 2026
Nequi logoN

Nequi

Financial Services|Mid-size

Credit scoring

AgenticL4

Creditworthy but credit-invisible: millions of Colombians locked out. Graph ML mapped their behavior instead, making them legible to lending.

50%Credit Mgmt Cost Savings
via aws.amazon.com
Published Sep 7, 2026
Harris County logoH

Harris County

Government & Public Sector|Enterprise

Procurement analysis

AgenticL2

Years of unstructured procurement entries hid the license redundancies. PRISM parsed 1M+ rows and surfaced $2.5M in savings.

$2.5M+Cost Savings
via microsoft.com
Published Sep 4, 2026
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 Sep 4, 2026