Ask most advocates how they arrived at a particular fee, and the honest answer is often "experience and instinct" rather than any structured calculation. That instinct is valuable, but it also quietly costs many practices real income — hours of research and drafting that go untracked, matters priced by habit rather than actual complexity, and time lost to administrative billing work that could be spent on client matters. AI has a modest but genuinely useful role to play in closing that gap.
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