Sector
Local marketing and manufacturing
Status
In production since October 2026

From sales network to doorstep: the pipeline for 3D-printed NFC displays

Software that takes every custom display from the moment a business is entered to shipping: AI-rebuilt logo, preview approved on WhatsApp, 3D printing, NFC tag and tracking.

The challenge

Producing hundreds of personalised pieces without wrong logos, unprintable text or duplicates, and tracking them until delivery. Before, it was all done by hand.

What we built

  • Web app for the sales network, back office and workshop, with Google Places import and duplicate detection
  • Python pipeline: logo search, printable reconstruction, preview with verified QR code and printability score
  • Automatic 3MF files and print plates for the workshop’s printers
  • Business confirmation through a public page and WhatsApp
  • Packing with labels and NFC tag writing from a smartphone
  • Shipping and tracking integrated with Sendcloud, keyboard-driven approval panel

Where the AI works

Claude models write the logo brief and read the smallest text; the logo is redrawn as a vector or an image and measured against how it really prints. An agent checks every hour that the logo truly belongs to the business, finds it if missing and makes it printable. Automatic AI stays off until someone turns it on.

Security

Three roles, bcrypt passwords and sessions revoked on password change, credentials encrypted with AES-256-GCM, HMAC-signed links. Releases only run if automated checks pass, using an SSH key that can run a single command.

Numbers from the project

  • 943businesses managed in the system
  • 73%logos picked correctly with no human input
  • < 0,14 $measured AI cost to redraw a logo

Project anatomy

  • Interfaces
    • Sales network web app
    • Back-office
    • Workshop panel
    • WhatsApp
  • AI
    • Claude
    • GPT Image
    • Logo agent
  • Logic
    • Next.js
    • Python
    • OpenCV
    • RapidOCR
    • build123d
  • Data and queues
    • PostgreSQL
    • Prisma
    • Redis
    • BullMQ
  • Physical world
    • 3D printing
    • NFC tags
    • Sendcloud

Skills involved

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