The most useful version of AI for a demand gen leader is small and specific: build a workflow for the thing I do every week or every day, where I know what good looks like, and get the output to 90% of how I'd do it myself. Then you use it daily or weekly, and from there you can start moving into more advanced workflows. Automating the entire stack can wait.
If you start in chat, in your domain expertise, you have taste. You can tell when the output is wrong. AI is fast and confident, and if you don't have the expertise to push back, the confident output starts to look like the right output. That's how you end up with polished, structured, very confident AI slop in your campaigns.
Starting here gives you a chance to refine your frameworks, strategy, and context about how you think and your company. The context layer is extremely important to get right because it's the foundation for everything that comes after.