AI Use Is Near-Universal — Governance Is Not

AI adoption in legal has moved from early-majority to near-saturation in under three years, with Bloomberg Law survey data showing 83% of lawyers now using AI, up from under 20% in 2023. Productivity gains are real: the Wolters Kluwer 2026 Future Ready Lawyer report finds 62% of practitioners saving 6–20% of their work week. But the back-office structures that should accompany that usage are largely missing — 54% of firms provide no AI training and 43% have no AI use policy and no plans to write one. Compounding the risk, 41% of firms do not disclose AI use on client bills, a practice that is increasingly untenable as clients and bar associations scrutinize billing practices. Accuracy remains an open engineering problem: Stanford testing found leading legal research tools returning wrong results 17–34% of the time, meaning unsupervised AI output in client-facing work carries measurable error exposure.