Case Studies
AI Automation100% Auto

End-to-End Autonomous Print-on-Demand Architecture

Overview

I engineered an autonomous print-on-demand dropshipping ecosystem for a custom apparel business — from creative ideation to a delivered product, with no human in the loop.

  • Zero manual intervention per order
  • AI-generated designs at scale
  • Multi-store, multi-region ready
  • Self-healing workflows & retries

Pipeline

  1. 1

    Make.com

    Orchestration engine

  2. 2

    Leonardo AI

    Programmatic image & prompt generation

  3. 3

    Printify

    Print-on-demand supply chain

  4. 4

    Shopify

    Storefront & order fulfilment

Result: end-to-end commercial operations running autonomously, 24/7.