Notes on marketing, AI and connected systems.

Practical thinking on automation, advertising and the customer journey.

What once required teams of specialists and hours of admin work can now run automatically. Here’s where AI automation saves the most time.

Poor targeting, the wrong hours and ignored data quietly drain ad budgets. How AI-driven optimization finds and stops the waste.

Want to talk it through?

Tell us what you’re trying to improve and we’ll share what we’d try first.