25 Jul 2026
1h 7m

How Sam Leon Uses Claude Cowork to Prep Tax Returns 5x Faster

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The Accounting Podcast

Accounting professionals are increasingly leveraging AI to enhance productivity, though full autonomy remains elusive due to the "verification tax"—the significant time required to check, govern, and explain AI-generated outputs. Rather than displacing workers, AI investments are driving headcount growth and up-leveling roles as firms shift focus from manual data entry to high-level review and advisory. Sam Leon, founder of The Millennial CPA, illustrates this model by utilizing Claude to automate tax work paper preparation, achieving a fivefold increase in efficiency for complex returns. Despite market skepticism regarding traditional accounting software, the necessity of human oversight and the difficulty of migrating legacy processes ensure that established platforms like Xero and QuickBooks remain essential infrastructure for the foreseeable future.

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