In financial services, a useful AI answer is rarely “a paragraph about a PDF.” It must be reviewable, often API-backed, and sometimes executable as a workflow.
Beyond Document Chat describes a finance-focused path with MARS: knowledge for Summit and related systems, trade-data query agents, documentation-driven operational workflows, and development support — always with governance, because hallucination and untraceable automation are compliance failures.
That vertical validates the same ForgePilot thesis: knowledge → reasoning → supervised action.
Originally published on LinkedIn Articles by Gengfeng Liu. Site copy is a public methodology summary for indexing on aiforgepilot.com; full LinkedIn text can replace this page when exported.