Matthew Ragone describes moving beyond a chatbot that rewrites messages to agents that draft cash-flow and insurance analyses while planners work with other clients. The agent operates where the work lives and follows the firm’s procedures rather than generic financial-planning knowledge. It drafts recommendations but never sends them to a client without a planner’s review.
Matthew Ragone presents five steps: choose a frequent workflow whose output you can judge, narrate professional judgment through real cases, package the steps with prerequisite questions and limits, test on five to ten cases, and assign a continuing owner and a separate reviewer. The emphasis is on subject-matter expertise and accountability rather than requiring planners to write software.
Matthew Ragone reports 24 skills across Range after six months, including 17 in planning, with voluntary adoption in sales, product and marketing. His broader lesson is that reliable team adoption depends on documenting local judgment, testing edge cases and maintaining skills as policies and processes change.
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