The Library · By industry

AI agents for small and mid-size law firms

What a custom agent looks like inside a small or mid-size firm — the ten roles in your language, and what each one plugs into in a practice running Clio, MyCase, PracticePanther or NetDocuments.

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A law firm's product is judgment and its cost structure is administration. Intake that never gets called back, time that never gets recorded, documents assembled from precedent by hand, clients who call to ask where things stand — none of that is legal work, and all of it consumes lawyers. The practice management system holds matters and time competently. What it does not hold is the intake call, the document assembly, the deadline that lives in one paralegal's calendar, or the client asking a question the file could answer.

What an agent plugs into here

The honest version of "does it integrate with my software." These are the systems this industry actually runs on, and what each one means for a build.

ClioPractice management

The most common system of record in small and mid-size firms — matters, contacts, time, billing and documents. Well documented and straightforward to build against, which makes it the natural anchor for most agents in this industry.

MyCase / PracticePanther / SmokeballPractice management

The main alternatives, with similar shapes. Smokeball is notable for automatic time capture, which changes what a time-related agent needs to do.

NetDocuments / iManageDocument management

Where firms with real document volume keep the file, with the version control and security model that practice management alone does not provide.

Document assemblyDrafting

HotDocs, Lawyaw or template systems built in Word. Where precedent becomes a first draft, and usually the least automated part of a firm that does repeatable work.

Court and docketingDeadlines

Electronic filing systems and docketing services. Deadlines are the highest-consequence dates in the business and are frequently tracked in a calendar maintained by one person.

E-signatureEngagement

Engagement letters, retainer agreements and client authorizations.

Trust accountingFinance

Client trust ledgers with strict rules about what may move and when. Reconciliation here is not optional and is a natural fit for exception-based checking.

Intake and phoneNew business

Where new matters arrive, often after hours, often to a voicemail box, and where a slow response loses the client to the next firm on the list.

Legal researchReference

Westlaw, Lexis or their alternatives. Not an integration target so much as a boundary — an agent that answers from the firm's own files should not be pretending to do research.

The ten agents, in your language

Each of these is a real build, not a feature of a product you already pay for. Follow one through to see how it works in general.

The Follow-Up

Nothing you are owed gets dropped.

  • Prospective clients who called and were never called back
  • Engagement letters and retainers awaiting signature before work starts
  • Outstanding invoices on matters where work is continuing
  • Clients who owe documents the matter cannot progress without

The Intake

Whatever arrives, in whatever format, becomes a clean record.

  • After-hours calls from prospective clients captured and triaged by matter type
  • Web form inquiries with enough detail to conflict-check before anyone calls
  • Client documents arriving by email that belong in the matter file
  • Opposing counsel correspondence filed against the right matter

The Drafter

Writes the recurring document from your own past work.

  • Routine documents assembled from the firm's own precedent and the matter facts
  • Client correspondence explaining status in plain language
  • Engagement letters with scope and fee terms drawn from the matter type

The Watcher

Knows what expires, renews or comes due — and says so first.

  • Court deadlines, statutes of limitation and internal dates before them
  • Bar admission renewals and continuing legal education
  • Matters with no activity recorded in sixty days
  • Trust balances approaching zero on active matters

The Answer Desk

Answers from your own records, not from the internet.

  • "What is the status of my matter?" — answered from the file, not by a lawyer
  • What we agreed in the engagement letter, asked six months later
  • Where the firm keeps a particular precedent, asked by an associate

The Scribe

The conversation becomes the record, without anyone typing it up.

  • The client call becomes a matter note, a time entry and the follow-up
  • The intake conversation becomes a structured record before conflicts are run

The Reporter

Assembles the recurring report from systems that do not talk.

  • Realization and write-offs by matter type and by attorney
  • Matters by stage, with what is holding each one
  • Origination and referral sources, tracked without anyone maintaining it

The Reconciler

Matches two sets of records and queues only the exceptions.

  • Trust ledgers against the bank, with only exceptions raised
  • Time recorded against calendar and email activity, to surface what was missed
  • Costs advanced against what was billed to the client

The Connector

Two systems that do not talk, now talking.

  • Practice management and document management, so the file is in one place
  • Calendar and docketing, so deadlines exist in both
  • Accounting and billing

The Gatekeeper

Applies your rules, escalates only what needs judgment.

  • Conflict checks run and flagged before intake goes further
  • Fee arrangement exceptions against firm policy
  • Whether a new matter fits the firm's acceptance criteria

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