How should law firms manage what AI says about their practice areas and cases?

Law firms face AI reputation work on three intersecting layers. First, the firm level: how the engines describe the firm’s practice depth, geographic reach, and overall standing. Second, the practice-area level: how each major practice (M&A, litigation, regulatory, IP, restructuring) is described against peer firms, including which lawyers the engines associate with each practice. Third, the partner level: individual biographies, notable cases, and reputational positioning per named partner. The source ecosystem the engines weight for legal queries is structured: Chambers, Legal 500, the ALM publications, the firm’s own website, Wikipedia articles for the most senior partners, and case-specific coverage in major legal trade press. The engines weight directory inclusion heavily, so the rankings work matters more for AI reputation than many firms appreciate. AIQ™ setups for law firms typically include prompts at all three levels with peer benchmarking against the named comparable firms, which produces actionable findings rather than generic visibility reports.