Entering a new client once instead of four times
Intake data seeds the conflicts database, the practice management record, the document management folder and the accounting customer.
AI automation for small and mid-size law firms
The same client name is typed into the conflicts database, the practice management system, the document management system and the ledger, and a conflict is only found later if two people spelled it the same way.
A firm organises everything by matter, and the matter record is created by hand from an intake form. That single re-keying step seeds four systems, and because there is no shared identifier between them, every later reconciliation is a name match against human typing.
Conflict checking is where that becomes expensive. The search only finds what somebody typed the same way twice, and corporate affiliates and insurers are, along with the other parties to a matter, frequently omitted at intake, which makes them unsearchable afterwards. A system can widen the search and surface candidates. It cannot clear a conflict, because clearing one is a legal judgment under the conflict rules.
Court filing fails on mechanics more often than on argument. Text-searchable PDFs are required by local rule in many federal districts rather than by any national rule, several require flattened documents with no live form fields, and file size limits are set per court. State e-filing adds an asynchronous rejection: a filing is submitted, and days later a clerk rejects it for a caption defect into a single inbox.
What this work runs through
- Clio
- MyCase
- Filevine
- NetDocuments
- iManage
- PACER and CM/ECF
- Tyler Odyssey File and Serve
- Matter file and matter number, plus the record of the conflicts check
- Engagement letter, and the separate non-engagement letter
- Client trust ledger and the three-way reconciliation
- LEDES invoices coded to UTBMS task and activity codes
- Notice of electronic filing, and the docket entry behind it
- Intake and triage
- Documents and records
- Compliance and audit
- Billing and collections
- Follow up and status
The specific things that go wrong here
A conflict check is string matching on human typing
Robert Smith and Bob Smith are two records. So is R. Smith, and so is a company entered once under its trading name and again under its registered name, or the parent nobody recorded at intake. The check succeeds only when two different people, sometimes years apart, chose the same spelling.
Filings are rejected for PDF properties, not content
Text-searchable and flattened are hard requirements in many courts, and the size ceiling varies by court rather than following one national rule. An oversized exhibit has to be split into attachments, which is a mechanical task that happens under deadline pressure.
Email is the real system of record
Client instructions, opposing counsel agreements and expert scheduling live in individual mailboxes and are never filed to the matter. The matter file is therefore incomplete at exactly the moment somebody leaves or a claim arrives.
Trust accounting breaks quietly
A card fee taken from the wrong account, an earned fee left untransferred, or a client ledger driven negative so that funds belonging to one client cover the costs of another. None of these announce themselves. They are found at reconciliation, or at audit.
What we would automate, and when we would not
Widening a conflicts search past exact spelling
Generating name variants, checking corporate affiliates and assembling the candidate list for review.
Turning a docket entry into a calendar
A notice of electronic filing arrives, and the deadlines that follow are a rules-based chain specific to the jurisdiction, including court holidays and weekend rollovers, plus the service-method extensions.
Catching a filing rejection before the clerk does
Checking a document set against the requirements the target court actually publishes: text searchable, flattened, inside the size ceiling, named to convention, exhibits split where needed.
Filing client email to the matter instead of the inbox
ndMail and the suggested filing panel in iManage both guess the workspace from the sender and the subject, and both only fire when the Outlook add-in is loaded.
Rebuilding a billable day from the trail the systems already keep
Time is billed in tenths, and the entry that never got written is usually a call taken in a car or a document reviewed late.
Catching the invoice lines an e-billing gate will reject
An insurance defence or corporate client sends outside counsel guidelines, and the invoice goes into Legal Tracker or CounselLink as a LEDES 1998B file with pipe delimited fields and dates written as YYYYMMDD.
Asking for the replenishment before the retainer runs to zero
A fee agreement sets a floor, the balance drops under it while the matter is busy, and nobody notices until a bill is issued against a trust account that cannot cover it.
Assembling the monthly three way trust reconciliation packet
Three balances have to agree.
Chasing medical records until the set is complete
A request goes out with a signed authorisation, and then nothing happens.
Building a demand package the adjuster can actually open
The letter is the short part.
Getting a deposition on the calendar of every party
Several calendars have to line up and only one belongs to the firm.
Turning a delivered transcript into a usable set of cites
A reporter delivers a bundle: a .
Coding a filing fee to the matter that will repay it
Costs arrive as PDFs from everywhere.
Filling a mandatory form set from the matter record
State form sets are fillable AcroForm PDFs with named fields, not templates.
Drafting the disbursement statement behind a settlement payment
A settlement draft lands and everyone wants the net figure.
Closing a matter in every system that still holds it
Closed means different things in four systems.
Catching a lapse date nobody put on a calendar
A UCC-1 carries a lapse date fixed when it was filed, and a UCC-3 continuation is only effective inside a window that opens shortly before that date.
The conduct rules decide what may be automated here, and they are adopted state by state rather than nationally, so specifics have to be checked against your own jurisdiction. Client funds must be held separate from the property of the firm under the safekeeping rule, which means no system should move money out of trust without a human authorisation tied to an earned fee event. Reconciliation can be prepared automatically and must be reviewed by a lawyer. The unauthorised practice rule means a system may not give a client legal advice, and the supervision rules make the lawyer responsible for what any tool produces. The ABA issued its first formal ethics guidance on generative tools in 2024, covering competence, confidentiality, client communication, candour to the tribunal, supervision of the work and the reasonableness of fees.
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