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DIGITAL LAB — ACTIVE

Ideas → AI → Real‑World Solutions

Building practical AI-powered tools for merchandising, apparel, business operations and everyday problems.

A growing collection of practical digital tools, experiments and business solutions.

AI Tools
7
Latest Builds
Active
Focus
Real-World Problems
Domain
Apparel · Business · AI

RECENTLY UPDATED

Latest Builds

The newest versions and experiments from the lab.

Merchandising
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POT&ACRDProductionShipment

AI Merchandising ERP

Merchandising workflow, critical path and factory collaboration in one workspace.

FEATURED

Featured Builds

A selection of the tools currently shaping my digital workspace.

Apparel & Merchandising
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POT&ACRDProductionShipment

AI Merchandising ERP

A digital merchandising workflow platform bringing order management, critical-path tracking, CRD monitoring, factory collaboration, shipping and KPI visibility into one workspace.

  • ERP
  • Merchandising
  • Workflow
  • Factory Collaboration
Finance
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CustomerUsageBillingHistory

LPG Ledger

Consumption and billing records, organised.

THE METHOD

From Problem to Product

Not AI demos. A repeatable way of turning something that wastes time into something that saves it.

  1. 01

    Problem

    A repetitive real-world problem appears in daily work.

  2. 02

    Idea

    Look for a better workflow rather than a faster workaround.

  3. 03

    AI

    Use AI-assisted thinking and development to shape the solution.

  4. 04

    Build

    Turn the idea into a working application.

  5. 05

    Test

    Use it against real requirements, not imagined ones.

  6. 06

    Improve

    Release better versions as the work teaches you more.

Currently Building

Active

AI Merchandising ERP

A digital merchandising workflow platform bringing order management, critical-path tracking, CRD monitoring, factory collaboration, shipping and KPI visibility into one workspace.

Current focus

  • CRD monitoring
  • Factory collaboration
  • Merchandising workflow
  • KPI visibility
POT&ACRDProductionShipment

THE STORY

The Journey

How the work moved from small experiments to working systems.

  1. Where it started

    Ideas & Experiments

    Noticing the same problems coming back week after week, and starting to ask whether they had to.

  2. First useful things

    Business Calculators

    Small tools that answered one costing or planning question properly, instead of being re-derived by hand each time.

  3. Beyond the calculator

    Operational Tools

    Tools that hold records rather than just compute an answer — consumption, billing, loading plans, field reports.

WHO IS BEHIND IT

Manager, Merchandising. AI Builder. Problem Solver.

I work in apparel merchandising and use AI, technology and product thinking to transform practical business problems into usable digital solutions.

Merchandising

Experience across merchandising, costing, production, shipment and factory coordination — understanding real apparel business workflows from the inside.

AI & Automation

Using AI-assisted development to move an idea to a working tool quickly, without waiting for a development team.

Product Thinking

Starting with a problem, not a technology. Identifying friction in daily work and turning it into something usable.

THE TOOLKIT

Tools Behind the Lab

What these applications are actually built with.

  • AI-assisted Development
  • Claude
  • ChatGPT
  • JavaScript
  • React
  • Next.js
  • Supabase
  • GitHub
  • Netlify
  • Cloudflare
Build something useful.
The best technology is not the most complicated technology. It is the technology that solves a real problem.

Have a look around the lab

Every tool here started as something that was taking too long by hand.

Or read how it developed.