AI Does Not Change the Billable Hour First
CAIO.legal published a counterintuitive argument (July 17): AI first forces firms to make tacit expertise explicit — naming inputs, decisions, handoffs, and standards. Only after that codification can pricing be redesigned intelligently. "A firm should not redesign pricing from an abstract prediction about AI efficiency. It should first learn where time is removed, where new review is added, and w
BY FRONTIER DESK · JULY 23, 2026 · 1 MIN READ
CAIO.legal published a counterintuitive argument (July 17): AI first forces firms to make tacit expertise explicit — naming inputs, decisions, handoffs, and standards. Only after that codification can pricing be redesigned intelligently. "A firm should not redesign pricing from an abstract prediction about AI efficiency. It should first learn where time is removed, where new review is added, and whether the client experiences a better outcome." Pricing reform without operational clarity is premature — and potentially destructive to both margin and client relationship. The firms that will win on AI pricing are those that can measure matter-level AI impact before making pricing commitments.