Episode 95 - AI embeddings and the AWS podcast

Welcome to episode 95 of the Retention Blueprint.

AWS had me back on their podcast a couple of weeks ago. Second time on.

This one went deep on the AI shift in marketing. I took retention, Chris Morris took the paid and advertising side, and the brief was simple: what is AI actually doing to marketing, past the hype?

We covered:

How retention has moved through three eras. 1.0 was churn reports and list pulls. 2.0 was predictive models and hard rules. 3.0 is agentic.

Why churn models quietly fail in flexible recurring revenue. In streaming, iGaming, publishing and apps, the churn signal fires too late. The decision has already been made. Your save offer mostly rescues people who were staying anyway.

Why embeddings are the unlock. The same technology behind LLMs lets you see the slope change before the churn signal ever fires. You correct drift before a customer has even decided to leave.

Why one-to-one retention marketing was promised for 20 years and never truly existed. Until now. With agentic CRM it is genuinely possible.

Why the CRM team's job changes, it doesn't disappear. The work moves from building rules to defining action spaces, guardrails and LTV levers.

And where advertising goes in an agentic world. As agents start shopping on our behalf, the micro-optimisation game fades and brand building comes back. Chris made this point brilliantly.

Watch the full episode here: