Where AI fits in legal operations
Pick the first ops lane by what AI prepares and what stays human.
Phase 1 is easier when every lane is split the same way: the preparation work the assistant can do from the file, and the decision a person keeps. Lanes where that line is already clear make better first pilots.
Intake logging
AI prepares: Call and form summaries, conflict-check fields, and a missing-facts list for the intake lead.
Stays human: Accept or decline decisions, fee conversations, and anything that sounds like advice.
Good first pilot when intake notes already live in one system.
Records and provider follow-up
AI prepares: Records checklists, request-letter drafts, and a chase list of overdue providers.
Stays human: Sending requests, authorizations, and deciding what is complete.
Good first pilot when the firm tracks requests in the case system, not in inboxes.
Client status updates
AI prepares: Plain-language update drafts built from the latest matter activity.
Stays human: Every client send. Drafts stay held until a named reviewer approves them.
Second wave, after staff trust the source references on internal work.
Deadlines and calendaring
AI prepares: A flag list of dates mentioned in documents that do not appear on the calendar.
Stays human: Docketing, deadline calculation, and any change to the calendar of record.
Later wave. Treat output as a cross-check, never as the docket.
Billing hygiene
AI prepares: Time-entry cleanup suggestions and matters with unbilled activity.
Stays human: Invoice approval, write-downs, and trust-account entries.
Useful once time entries are consistent enough to compare.