AI-READY RETAIL DATABASE

Retail Data Intelligence

Vendor Data Ingestion, Processing & Standardization Engine

Azure
OpenAI
OpenAI
Claude
Claude
Pulumi
TS
Azure Functions

Dual-Path Ingestion Architecture

A robust infrastructure supporting both manual high-speed templates for standardized data and AI-driven processing for complex, unstructured vendor documents.

Path A: Manual Template

  • Direct Upload

    Admin uploads CSV following strict schema.

  • Instant Validation

    API verifies data types and constraints immediately.

  • Staging

    Records enter Products_Staging with 1.0 confidence.

  • Fast Track

    Bypasses AI processing for maximum throughput.

Path B: AI Processing

  • Raw Document Ingestion

    PDFs, Catalogs, and Excel files uploaded to Data Lake.

  • OCR & Extraction

    Azure Document Intelligence extracts tables and key-value pairs.

  • LLM Mapping Engine

    Claude/OpenAI analyzes structure to map fields to schema.

  • Confidence Scoring

    AI assigns 0.0-1.0 confidence score for human review.

  • Template Memory

    Valid mappings are saved to automate future uploads.

10k+
SKUs Per Batch
100MB
Max File Size
Node.js
Azure Functions
IaC
Pulumi Native