How FinAgent-Orchestrator Uses AI Agents to Handle Payables & Receivables Automatically
Introduction
Managing finance-related queries — especially payables invoices and receivables transactions — can quickly become repetitive and time-consuming.
That’s where FinAgent-Orchestrator (AA_AGENT_TEAM_SUPERV_01) comes in.
This project is a workflow-driven multi-agent system designed to intelligently understand user intent and automatically delegate tasks to the right agent. Instead of building one massive logic-heavy system, this architecture uses a Supervisor Agent + Specialized Worker Agents approach.
Let’s break it down in simple, human language 👇
System Architecture (Simple & Clear)
At the heart of this system is a Supervisor Agent that acts like a manager.
It listens to the user’s request and decides:
“Is this about a Supplier?”
“Is this about a Customer?”
Then it assigns the job to the correct worker agent.
The Agents
Agent | Role | What It Does |
|---|---|---|
AA_AGENT_SUPERV_01 | Supervisor | Detects intent & delegates tasks |
AA_AGENT_AP_INV | Payables Worker | Retrieves invoice data using Supplier name |
AA_AR_AGENT_INV | Receivables Worker | Retrieves transaction data using Customer name |
Think of it like this:
🧑💼 Supervisor = Team Manager
👨💻 Worker Agents = Finance Specialists
How the Workflow Actually Works
Here’s the step-by-step flow:
1️⃣ User Sends a Request
Example:
“Show invoices for ABC Suppliers”
“Get transactions for XYZ Customer”
2️⃣ Supervisor Detects Intent
If the message mentions Supplier → send to Payables Agent
If it mentions Customer → send to Receivables Agent
3️⃣ Worker Agent Fetches Data
Using REST API endpoints:
For Payables
/fscmRestApi/resources/11.13.18.05/invoices?q=Supplier='{SupplierName}'For Receivables
/fscmRestApi/resources/11.13.18.05/receivablesInvoices?finder=invoiceSearch;BillToCustomerName="{CustomerName}"Response is Generated
The agent:
Retrieves structured data
Summarizes it
Sends back a professional, friendly message
Project Structure Explained
The repository is clean and modular — making it easy to scale.
AA_AGENT_TEAM_SUPERV_01/
│
├── config/
│ └── workflow.json
│
├── src/
│ ├── main.py
│ ├── agents/
│ ├── tools/
│ └── utils/
│
└── tests/Important Files
File | Purpose |
|---|---|
| Defines agents & delegation logic |
| Core decision logic |
| Handles payables data |
| Handles receivables data |
| Shared REST API helper |
| Validation tests |
This structure follows modular agent architecture, making it easy to:
Add new agents
Add new workflows
Expand use cases
Running the Project Locally
1️⃣ Clone the Repository
git clone https://github.com/<your-org>/AA_AGENT_TEAM_SUPERV_01.git
cd AA_AGENT_TEAM_SUPERV_012️⃣ Install Dependencies
pip install -r requirements.txt3️⃣ Run the Application
python src/main.py(Optional) If Using FastAPI
uvicorn src.main:app --reloadRun Tests
pytest tests/Smart Error Handling
The system includes:
✅ Email-based error handling
✅ Configurable recipients in workflow.json
✅ Graceful fallback responses
If a query falls outside supported categories, the system responds politely rather than crashing.
System Limitations (By Design)
Currently, the Supervisor supports:
Supplier-related queries
Customer-related queries
It treats:
“Invoice”
“Transaction”
…as synonyms within supported domains.
Any other type of query results in a clear explanatory message.
Tech Stack
Python 3.10+
REST API Integration
JSON Workflow Configuration
Modular Agent Architecture
Optional FastAPI Support
Why This Architecture Matters
Instead of writing complex conditional logic inside one giant script, this system:
Separates responsibility
Improves maintainability
Makes scaling easy
Follows clean agent-based design principles
This is the foundation of enterprise-ready AI orchestration systems.
Final Thoughts
FinAgent-Orchestrator demonstrates how powerful AI workflows don’t need to be chaotic.
With:
A Supervisor for intent routing
Specialized Worker Agents
Clear workflow definitions
Modular architecture
You get a system that is:
Structured
Scalable
Production-friendly
And most importantly — easy to extend.