GC AI Benchmark: GCs Are Auditing Which Outside Firms Are AI-Ready — Non-AI Firms Face Panel Review Risk

Harvey's chief business officer John Haddock confirmed to Business Insider this week that GCs are increasingly surveying their outside firms on AI use and factoring the answers into outside counsel hiring decisions. Checkbox's analysis of the four moves corporate legal departments are executing — OCG rewrites, repricing of AI-first-draftable work, fixed-fee pilots on predictable categories, and formal AI-readiness audits of outside counsel — frames the panel review risk explicitly: a contract review at $900/hour that previously took an associate 1.5 hours might now take 30 minutes with AI assistance, and invoices priced at the old rate are being scrutinised. For mid-sized firms defending existing client relationships, the AI-readiness audit is no longer hypothetical — it is an active procurement filter. The minimum defensible position is a written AI governance policy, documented disclosure practices for AI use in client matters, and at least one practice area with a proven, measurable AI workflow improvement that can be communicated in a client conversation. Firms that cannot answer "how is your AI use reflected in our billing?" face escalating panel review risk through Q4 2026.