PRACTICAL GUIDE / Commerce automation

Build a repeatable product-testing workflow

Make every experiment traceable from its audience hypothesis to the creative and results.

Start with the current process

Record the product, use case, audience, creative, budget and observation window. Limit changing variables so that your team can explain the result.

AI can propose adjacent audiences and categories and draft creative briefs. Treat these as hypotheses to test against business data.

Link creative batches to their experiment data. Preserve approval, upload status and stop rules, then have an owner decide the next test.

START WITH ONE WORKFLOW

We map the busywork, connect the tools you use,
and build AI systems around your team.