Section	Candidate Type	Eligible?	Typical Requirement	Notes
Primary fit	Marketing managers and CMOs	Yes	Owns campaign strategy or team output	Core audience — covers positioning, campaign planning, and team prompt systems.
Primary fit	Growth and demand-gen specialists	Yes	Runs paid or organic acquisition	Direct application to funnel content, creative testing, and channel optimization.
Primary fit	Brand and content marketing leads	Yes	Responsible for messaging and creative	Useful for brand voice consistency and high-volume content production.
Adjacent backgrounds	Product marketers	Yes	Positioning and go-to-market experience	Strong overlap with messaging architecture and launch planning modules.
Adjacent backgrounds	Marketing analysts	Yes	Comfort with campaign data	Reporting and performance analysis workflows apply directly.
Adjacent backgrounds	Agency account managers	Yes	Client delivery responsibility	Helps standardize deliverables and speed up creative turnaround for clients.
Experience level	Junior marketers (0–2 years)	Yes	Basic marketing knowledge	Builds foundational AI skills alongside marketing execution patterns.
Experience level	Mid-level marketers (3–7 years)	Yes	Owns channels or campaign types	Biggest ROI — immediately applicable to current responsibilities.
Experience level	Marketing directors and VPs	Yes	Team and budget oversight	Valuable for building team-wide prompt standards and reviewing AI outputs.