The wrong question is 'where should we use AI?' The right one is 'where is the team losing time on work that has a clear right answer?' That's where AI agents live. Everywhere else, they should stay out of the way.
Three categories that fit
Drafting. Reporting. Routing. These three categories show up in every marketing team, take the most time, and have the most repeatable shape. Cora Copy drafts. Remy Reports synthesizes. Piper Pipeline routes. Once these are running, operators get hours back per week.
Where AI usually fails
- Strategy decisions — agents are tools, not operators.
- Brand voice without a strong anchor — comes out generic.
- Anything that needs to read a room — humans still win there.
What 'AI-powered' should actually mean in your contract
It should mean a named, scoped agent owns a named, scoped task — with measurable output. Not 'we use AI.' If you can't tell what the agent does or what it ships, it's not really running.