Knowledge Base

AI visibility tracking is the practice of running a fixed set of prompts through AI engines such as ChatGPT, Perplexity, Google AI Overviews and Google AI Mode on a schedule, then recording whether your brand appears in the answers, whether your pages are cited as sources, and how you compare with competitors.

Lead generation harvests the buyers already looking. Demand generation decides which vendors they look at. Here is how to sequence and fund both by company stage.

Inbound still works for SaaS companies. It just works as something narrower and more honest than the growth-engine pitch: as a marketing strategy, inbound is demand capture. It converts attention a company has already earned, and it does that job extremely well when the rest of the system is in place.

Software-as-a-service marketing sells a subscription, and a subscription is a promise that gets re-evaluated every renewal. That single fact changes everything downstream. Traditional marketing can declare victory at the sale. SaaS marketing has to keep proving value for as long as the customer pays, which is why retention, expansion, and net revenue retention sit inside the marketing remit at well-run SaaS companies rather than in a separate department.

This article covers what marketing operations is, what a marketing operations team owns, how the function gets staffed, where it should sit in the organization, and what specifically breaks when nobody owns it.