AI Practice Intelligence Agent

It's 7:55 on a Monday. The 4 partners of a 14-attorney firm gather in the conference room with coffee. The Practice Intelligence agent has already posted the weekly digest in their shared Slack channel: 132 active matters, 7 flagged red (movement stalled, deadline approaching, or client unresponsive), 18 yellow, the rest green. Workload chart shows one partner carrying 38% of the active personal injury inventory while another is at 14% and asking for more. Revenue line for family law is up 9% on the trailing 90 days; for real estate, down 22%.

The meeting that used to start with each partner reading from their own notes now starts with a shared picture. The conversation moves to action: redistribute 6 personal injury matters, pause the real estate marketing spend, intervene on 3 of the 7 red matters this week. Decisions made by 8:30 instead of by 10.

The agent pulls structured and unstructured data from across your firm's systems weekly. From the practice management system: matter status, age, last activity, partner ownership. From accounting: billable hours, realization rate, collection percentage, AR aging. From the calendar and email: how often each matter has been worked, whether the client has been contacted, what's coming up. It rolls those signals into a partners' digest that takes 5 minutes to read instead of an hour to produce.

The matter-health score is the synthesis. Red flags surface matters where multiple signals point the same direction (no activity in 30 days, deadline inside 14 days, client silence over 21 days). The point is not to grade attorneys; the point is to make sure no matter falls through the cracks because everyone assumed someone else was watching.

The agent is read-only across every system it touches. It produces analysis and routes it to the partners. It doesn't change matter status, doesn't reassign work, doesn't adjust billing entries. The interventions that follow the digest are made by humans with the right authority.

Sensitive practice data (revenue, partner compensation signals, individual attorney performance) is scoped to the audience that should see it. Partner-only views go to partners. Practice-area views can be shared more broadly if your firm prefers transparency. The access controls are explicit and tunable during Build.