Marama Marketing

There is a 7th approach: baking your data into the model itself. It is expensive, it freezes on the day you build it, and one wrong fact means starting over. Which is why the honest answer is that no single pattern wins. The architecture is deciding which kind of memory answers which kind of question, and that decision is the difference between an AI that sounds like your business and an AI that actually knows it. Most businesses post, run ads, and send emails without ever knowing what produced revenue.

Normal analytics miss a large share of visitors, the data sits on someone else's servers, and nobody connects a post going out to a client booking a call. Your AOS closes that loop, and the numbers live on infrastructure you control.