Section	Candidate Type	Eligible?	Typical Requirement	Notes
Primary fit	Financial analysts and FP&A professionals	Yes	Builds budgets, forecasts, or variance reports	Core audience — budget modeling, scenario planning, and reporting workflows are directly applicable.
Primary fit	Finance managers and controllers	Yes	Oversees reporting and team output	Useful for building team-wide prompt standards and improving stakeholder communication.
Primary fit	CFOs and finance directors	Yes	Owns financial strategy and board reporting	Executive summary and scenario planning modules are especially relevant.
Adjacent backgrounds	Accountants expanding into FP&A	Yes	Strong accounting foundation	Bridges the gap from transactional work to analytical and strategic finance tasks.
Adjacent backgrounds	Business analysts with financial responsibilities	Yes	Works with financial data regularly	Reporting and data-backed decision-making modules apply directly.
Adjacent backgrounds	Startup founders managing their own finances	Yes	Basic financial literacy	Budget and scenario planning workflows reduce reliance on external consultants.
Experience level	Early-career finance professionals	Yes	Understands financial statements	Builds AI skills alongside core financial analysis patterns.
Experience level	Mid-career analysts (3–8 years)	Yes	Owns recurring analysis or reporting cycles	Highest ROI — saves hours on tasks you already do every month.
Experience level	Senior finance leaders	Yes	Board or executive reporting responsibility	Concise communication and scenario frameworks improve board-ready output.