The long-term impact remains unsettled. While adoption rates are clear, the effect on associate staffing, billing models, and firm culture is still developing. Regulators continue to issue guidance on AI use in legal work, and firms are still determining how to document and defend AI-assisted decisions. The sustainability of productivity gains—and whether they will translate to cost savings or new service offerings—has not yet stabilized.
Firms that move quickly to standardize AI workflows and establish defensible processes may gain competitive advantage. Attorneys should monitor their firm's AI governance framework, particularly around documentation, bias testing, and client communication. For in-house counsel, the question is not whether to adopt AI but how to do so in a way that withstands scrutiny. The next 12 months will likely determine which firms emerge as leaders in this transition and which fall behind.