Driving 99%+ accuracy in retail analytics through automated high-volume receipt processing and loyalty point attribution.

The Challenge

One of the world's largest retail destinations required a way to verify physical receipts from thousands of different merchants to instantly credit loyalty points via their mobile app. Manual verification was slow, error-prone, and prevented real-time engagement.

The Solution: Advanced Document Intelligence

We deployed a custom Document Workflow Automation engine that utilizes state-of-the-art vision models to:

  1. Extract Merchant Data: Identify the specific store, tax ID, and location from chaotic receipt layouts.
  2. Verify Transaction: Cross-reference the date, time, and total amount against mall-wide sales data.
  3. Fraud Detection: Detect duplicate submissions and digital alterations using advanced image forensics.

The Result

  • Automation Rate: 96% of receipts processed without human intervention.
  • Latency: Point credit reduced from 24 hours to < 5 seconds.
  • ROI: Increased customer app engagement by 340% within the first quarter.

"Azura AI transformed our loyalty program from a bottleneck into our competitive advantage." — Dubai Retail Group Exec

Technical Stack

  • Engine: Google Gemini API (Vision)
  • Workflow: Python-based LangGraph orchestration
  • Integration: REST API for Mobile App (Flutter)
  • Database: High-concurrency PostgreSQL