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Financial ServicesMicrosoft Dynamics 365

Financial Services Firm

Deployed Finance Agent and Orchestrator on their private on-premise server in Kuwait. Full regulatory compliance with CBUAE-aligned audit trails, automated regulatory reporting, and real-time transaction monitoring.

Kuwait City, KuwaitFinancial ServicesFinance Agent, Orchestrator AgentROI in 9 weeks
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FS

Client

Financial Services Firm

Industry

Financial Services

Microsoft Dynamics 365 logo

ERP

Microsoft Dynamics 365

Time to positive ROI

9 weeks

Finance AgentOrchestrator Agent

Same-day

Regulatory reporting time

was 5 days per report

0

Compliance incidents

was 3-4 per quarter

100% on-premise

Data residency

was Compliance risk

The Challenge

Where they were stuck

A 90-person Kuwait financial services firm needed full ERP automation but had strict data residency requirements — data could not leave Kuwait. They needed on-premise deployment with full audit trails for regulatory compliance.

Our Approach

How we designed the solution

Designed a fully on-premise reference architecture with zero data egress to meet CBK residency rules.
Hardened agent runtime with air-gapped model serving and tamper-evident audit logging.
Mapped every regulatory report to a reproducible agent workflow with explainable outputs.
Set up real-time transaction monitoring with tiered alerts to risk and compliance officers.

Implementation Timeline

From kickoff to go-live in 9 weeks

1
Week 1–3

On-premise infrastructure stand-up, security review, and Dynamics 365 integration scoping.

2
Week 4–6

Finance Agent deployed with audit trail instrumentation and controlled rollout to GL and AP.

3
Week 7–8

Orchestrator live across regulatory reporting, reconciliations, and monitoring workflows.

4
Week 9

Go-live, compliance sign-off, and handover with 24/7 managed support.

Measurable Outcomes

What changed for the business

Regulatory reports compressed from 5 days to same-day turnaround.
Zero compliance incidents in the first two quarters post go-live.
100% data residency maintained with on-premise AI processing.
Full tamper-evident audit trail accepted by internal audit and external regulators.

Data sovereignty was non-negotiable for us. ERP-Agent was the only solution that could deliver AI automation while guaranteeing our data stays within our infrastructure.

FS
CTO, Financial Services Firm
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