How I Build AI-First Shopify Workflows

I use a very simple loop when working with AI tools:

1. Define a clear user outcome.
2. Build the thinnest possible version.
3. Measure friction quickly.
4. Iterate with short release cycles.

For Shopify projects, this means pairing theme or app work with a clear validation step:

• Did conversion improve?
• Did support tickets go down?
• Did page speed stay strong?

If the answer is no, we simplify and ship again.