AI automation use cases for Law Firms
In most firms the billable hour is subsidised by unbilled ones: conflict checks, matter setup, deadline diaries, prebill scrubbing, chasing records custodians. We automate that operational layer in production, with attorneys keeping every legal judgment and signing off before anything consequential leaves the building. The result is fewer missed dates, cleaner bills, and fee earners spending their day on the work clients actually pay for.
Client intake triage and conflict checks
Reads the intake form, extracts parties, related entities and adverse names, then runs them against the firm's matter and contact history to surface potential conflicts with the matters that triggered them. A clean or flagged conflict memo routes to the supervising attorney, who clears or declines before the file moves forward.
Engagement letter preparation
Assembles the engagement letter from the firm's own templates, filling scope, fee arrangement, staffing and client terms captured at intake. Nothing is sent until the responsible partner approves the draft.
Matter opening and file setup
Once the signed engagement letter lands, the matter is created in practice management, folder structures spin up in the document system, and billing codes, rates and team assignments are applied from the engagement terms. Exceptions, such as a missing rate card, route to the billing team instead of silently defaulting.
Court and limitation deadline tracking
Reads incoming orders, filings and correspondence, extracts trigger events, and computes candidate deadlines and limitation dates for calendaring. Every computed date requires attorney confirmation before it enters the docket, and unacknowledged deadlines escalate up the chain as they approach.
Discovery review first pass
Classifies incoming productions for responsiveness, flags likely privilege and hot documents, and drafts issue tags with cited passages so reviewing attorneys start from an organised set rather than a raw dump. Every determination carries attorney sign-off, and the full decision trail is logged for defensibility.
Time entry narrative cleanup
Rewrites draft time narratives to the firm's billing standards, splitting block-billed entries, tightening vague descriptions and stripping language clients push back on. Timekeepers accept or edit the suggestions inside their normal capture flow.
Prebill review and write-down flagging
Checks each prebill against the client's billing guidelines and the engagement terms, flags entries likely to draw a rejection or write-down, and drafts the adjustment notes. The billing partner reviews the flagged set and makes every write-down decision before invoices are finalised.
Client matter status updates
Drafts periodic status updates from docket activity, recent filings and matter notes, written in the firm's voice and scoped to what the client agreed to receive. The responsible attorney approves each update before it goes out.
Records requests and custodian chasing
Drafts records requests from matter facts, sends them to the right custodians, then tracks responses and chases on a schedule until the records arrive. Received documents are logged against the matter and gaps are surfaced to the handling paralegal.
Collections and invoice follow-up
Watches outstanding invoices, drafts reminder sequences matched to the client relationship and aging bucket, and surfaces accounts that need a partner conversation rather than another email. No reminder escalates past a set threshold without human review.
Trust accounting reconciliation support
Reconciles the trust ledger against bank activity, matches deposits and disbursements to matters, and prepares three-way reconciliation packs with every discrepancy itemised. Any transfer or disbursement request is drafted only; a named approver authorises every movement of client money, and the full trail is auditable.
Precedent and clause retrieval
Indexes the firm's own executed documents and work product, so attorneys can ask for the closest precedent or a specific negotiated clause and get the source documents with context on where and when the language was used. Read-only against the document system, with matter-level access controls respected.
We build workflow automation with human approval gates. Regulatory obligations and final compliance decisions remain with you and your advisors.
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