Section	Candidate Type	Eligible?	Typical Requirement	Notes
Primary fit	In-house recruiters and sourcers	Yes	Active requisition ownership	Every module maps to a standard recruiter workflow — sourcing, screening, outreach, interview, close.
Primary fit	Agency and RPO recruiters	Yes	Client delivery responsibility	Shorter turnaround on JDs, outreach, and candidate summaries directly impacts client satisfaction.
Primary fit	Talent acquisition leaders	Yes	Team or function-level leadership	Use the program to roll out a shared AI operating system across your TA team.
Adjacent backgrounds	HR business partners	Yes	Partner on hiring with managers	Helpful for writing intake notes, job specs, and internal mobility communications.
Adjacent backgrounds	People operations specialists	Yes	Own hiring coordination and onboarding	Useful for candidate communications, offer prep, and new hire experience content.
Adjacent backgrounds	Hiring managers who own their own pipelines	Yes	Regularly interview and hire	Adopt lightweight ChatGPT workflows to support your in-house recruiter or fill roles directly.
Experience level	Early-career recruiters	Yes	Less than 2 years in the role	Builds core recruiting fundamentals alongside modern AI skills.
Experience level	Mid-career TA professionals	Yes	2–7 years of hiring experience	Best fit — existing recruiting instincts get amplified by ChatGPT workflows.
Experience level	Senior recruiting leaders	Yes	Manage recruiters or programs	Useful for designing team-wide AI standards, templates, and governance.