The legal industry remains tethered to antiquated practices that prioritize deadline triage over client service. After shadowing numerous firms, Banker discovered that many attorneys still track billable time through memory rather than accurate, real-time records. This reliance on approximation often leads to opaque billing and prevents firms from gaining a clear view of their operational health.

Workflow management presents a secondary, equally taxing challenge. Much of the progress on a case currently resides in the minds of paralegals and clerks rather than within structured systems. Consequently, work without an immediate deadline is frequently left untouched for weeks, forcing clients to navigate long communication delays. Banker estimates that roughly 40% of a small firm’s daily effort is consumed by administrative tasks—such as inbox management and file organization—rather than legal strategy.

To address this, Donna AI uses automated agents to handle back-office operations, allowing solo practitioners to focus on legal judgment. By shifting the burden of repetitive tasks to software, firms can theoretically lower costs and expand their client base. As the industry faces a growing divide between traditional practices and AI-integrated models, Banker suggests the shift is inevitable: firms that adopt automation will increasingly outperform those that rely on manual processes.