AI for law firms: intake screening, conflict checks, time entry

Law firms are unusually well suited to AI in three specific places, and unusually badly suited to AI in the places lawyers usually want to start. We will tell you the same thing a partner at a Vegas firm told us last year: 'every associate at this firm thinks the answer is to use AI to write briefs, and every associate is wrong.'

AI is not yet good enough at legal reasoning to draft the substantive work product of your firm. It can assist a lawyer who knows what they want, but it cannot replace one. Don't start there. Start with the operational workload that's eating your associates' billable time and your paralegals' patience.

Place one is intake screening. The first call from a prospective client. Is this matter inside your practice areas? Is it the right scale? Is there a conflict? Is the prospect serious or kicking tires? AI handles this conversation like a competent associate would — ask the right questions, capture the information, score the lead, escalate to the right partner if it warrants real attention.

Place two is conflict checks. The small firm version of this is a paralegal cross-referencing a client list manually. AI does it instantly, against your real matter system, and produces a cleaner audit trail than the manual process ever did. Same for closed-matter ROI analysis and prior representation searches.

Place three is time entry. The least-loved part of every lawyer's day. AI reads your calendar, your email, your phone records, and drafts time entries in your billing-system's format. The lawyer reviews, edits, posts. Most lawyers we've deployed this for recover one to two billable hours per week of administrative time — which is not a small number when you multiply across a firm.

We do all of this with the privacy posture lawyers expect: private inference, full audit trails, no client data in training. We are happy to walk through the architecture with your IT or your COO before deployment.