From Permission to Performance: Clients Are Now Asking How AI Adds Value at the Matter Level

Parker Poe's August 14 analysis — published by Thomson Reuters — articulates the most precise description to date of how client AI expectations have shifted: two to three years ago, clients asked whether a firm's AI use was permissible; in 2026, they are asking what measurable value AI delivers, why a firm would not use AI responsibly, and what specific problem AI solves on a specific matter. The article identifies a credibility test that in-house counsel — particularly those who are themselves using AI tools daily — are now applying: firms that can answer matter-level questions about workflow integration, tool selection, human-review protocols, and accountability for AI-assisted work product are demonstrating genuine integration; firms that respond by describing their policies, platforms, or firmwide initiatives are signaling shallow adoption. The implication for general counsel evaluating outside counsel panels is direct: AI OCG provisions requiring disclosure and efficiency evidence are being matched by in-house teams who can personally assess the quality of the answers they receive — making it increasingly difficult for firms to answer AI questions with marketing language.