⚡ OpsPilot AI

An AI-powered Forward Deployed Engineer for small businesses — built for the Agents League Hackathon 2026.

🎥 Demo Video

▶️ Watch OpsPilot AI in action

🚩 The Problem

Small businesses have data everywhere:

• Shopify sales numbers
• Zendesk support tickets
• Inventory spreadsheets

But nobody knows:

• Why did sales drop this week?
• Which products need reordering?
• Which customers are unhappy?

They can't afford a data analyst. They don't have time to connect the dots manually.

💡 The Solution

OpsPilot AI acts as a Forward Deployed AI Engineer for small businesses.

Ask it a business question in plain English. It automatically pulls from all your data sources, reasons across them, and gives you specific recommendations with numbers — in seconds.

🎯 Live Example

You ask:

Why did sales drop this week?

OpsPilot answers:

Sales dropped 18.2% because the Lavender Diffuser (SKU-1142) hit zero stock on June 8, causing 23 unfulfilled orders. Zendesk out-of-stock complaints spiked from 8 to 29 tickets (+262%). Recommended: reorder 58 units immediately, notify waitlisted customers, and pause low-ROAS ads.

🧠 How It Works

User Question
     ↓
FastAPI Backend
     ↓
Azure AI Foundry Agent (GPT-4.1-mini)
     ↓
Automatic Tool Calling
  ├── 🛍️  Shopify Sales Tool
  ├── 🎫  Zendesk Tickets Tool
  └── 📦  Inventory Status Tool
     ↓
Reasoned Analysis + Recommended Actions

📁 Project Structure

opspilot-ai/
├── data/
│   ├── shopify.json        # Mock Shopify sales data
│   ├── zendesk.json        # Mock Zendesk support tickets
│   └── inventory.json      # Mock inventory levels
├── tools/
│   ├── shopify.py          # Shopify data tool
│   ├── zendesk.py          # Zendesk data tool
│   └── inventory.py        # Inventory data tool
├── frontend/
│   └── index.html          # Chat UI
├── main.py                 # FastAPI backend
├── agent.py                # Azure AI Foundry agent (CLI version)
├── demo.mp4                # Demo video
└── README.md

💡 Microsoft IQ Integration

Built on Foundry IQ using:

• Azure AI Foundry Agent Service
• GPT-4.1-mini with multi-tool calling
• Automatic agent orchestration across data sources
• Tool calling with real-time data retrieval

🛠️ Tech Stack

Layer	Technology
Agent	Azure AI Foundry (Foundry IQ)
Model	GPT-4.1-mini
Backend	Python + FastAPI
Frontend	HTML / CSS / JS
Auth	Azure DefaultAzureCredential

🚀 How to Run

1. Clone the repo:

git clone https://github.com/chayachandana/opspilot-ai.git
cd opspilot-ai

2. Install dependencies:

pip install azure-ai-agents azure-ai-projects azure-identity fastapi uvicorn python-dotenv

3. Create a .env file:

PROJECT_ENDPOINT=your_azure_foundry_endpoint
MODEL_DEPLOYMENT_NAME=gpt-4.1-mini

4. Run the app:

uvicorn main:app --reload

5. Open your browser at http://localhost:8000

💬 Demo Questions

• "Why did sales drop this week?"
• "Which products need to be reordered?"
• "What are customers complaining about?"

🏆 What Makes This Different

Most AI tools give generic answers. OpsPilot:

• Reasons across multiple data sources in a single query
• Cites its sources — every conclusion backed by data
• Gives specific numbers — not "sales dropped" but "sales dropped 18.2%"
• Recommends exact actions — not "reorder stock" but "reorder 58 units of SKU-1142"

👤 Built By

Chaya Chandana GitHub · LinkedIn

---

Built for Agents League Hackathon 2026 — Enterprise Agents Track