Meridian Group (fictional) · AI-enabled Finance Automation

AP / AR Process Automation

A re-engineered AP/AR process that prepares payables and receivables end-to-end — automation and applied AI handle the routine, while every financial decision stays with a human approver.

Architecture designed

The Problem

Meridian Group's Finance team spent most of the month on repetitive, rules-based work — entering payables, chasing approvals, matching receipts — leaving almost no time for analysis, while volume grew faster than headcount.

Why It Matters

When a team spends its month operating, it has little time left to question the numbers it produces — and that is where real risk hides.

How I Approached It

I designed a pipeline of agents that captures, extracts, classifies and reconciles each item, assembling a daily queue of ready-to-approve entries with a confidence score and a clear rationale. No agent authorizes a payment or posts an entry on its own — a person reviews and approves every one.

Capture → extract → classify → reconcile → prepare
Every decision approved by a person, with full context
Low-confidence items routed to deeper review

Interactive Demonstration

The preview is the human approval queue: AI-prepared items with a confidence score and an Approve / Review action. Fictional and illustrative only.

AP/AR Automation — approval queueIllustrative

Capture→Extract→Classify→Reconcile→Prepare→Approve

Approval Queue

Applied AI prepares · human approves · 5 pending

Cobalt Energy

AP-2041 · INV-88213 · due 12 Jul

$12,480.00

98%

Aria Telecom

AP-2042 · INV-00471 · due 14 Jul

$3,260.50

95%

Sable Logistics

AP-2043 · INV-55190 · due 15 Jul

$8,745.90

71%

Vertex Foods

AP-2044 · INV-31002 · due 18 Jul

$1,990.00

99%

Yara Digital

AP-2045 · INV-77410 · due 20 Jul

$5,420.00

64%

Below 85% confidence, items are routed to review — no agent approves on its own.

Enabling Technology

Agents

Orchestrated pipeline
Document AI
Classification & matching

Control

Approval queue
Confidence thresholds
Audit trail

Integration

ERP-ready output
Role-based access
Segregation of duties

Business Value & Takeaway

The team shifts from doing to deciding, with everything ready in one daily queue, every financial decision still human-approved, and a full audit trail behind each one.

Automation did not replace the team. It gave them back the part of the job that needed a person.