Does client confidentiality survive this?

Matter data stays in your systems under your access rules; the agents read and write there, and every action on a matter is logged. Which models may see which data is a design decision the scan makes explicit rather than a default.

Can an agent send anything to a client?

Not by design. Agents draft; a lawyer approves every document, letter and invoice before it leaves the firm. The gate is built in, so nobody can switch it off by mistake.

Our precedents are in a document system nobody has cleaned up. Does that matter?

It matters, and it is what the scan reads first: what in your document system must change before agents can draft from it. Usually less than you fear, and the answer is part of the scan.

Does this replace our practice management system?

No. The agents work inside the practice management, document and email systems you already run. Replacing a system is a decision the scan can inform, never a precondition.

Which workflow should we start with?

Usually time to invoice, because the traces exist and the responsible lawyer already approves. The scan confirms whether that holds for your firm or whether intake or drafting comes first.

What do we own at the end?

The system, its documentation, its rules and templates, and the runbooks. We hand it over so the firm runs it without us.

All industries

Legal

Agents on the legal systems you already run.

We make your practice management, document and email systems fit to carry agents, then put agents on intake and conflict checks, first drafts from your own precedents, and time to invoice, with a lawyer at every decision that reaches a client.

Start with a one-week scan

One week. One legal workflow. A working example on your own matters.

AgentLabs puts AI agents on top of the systems law firms already run. First we fix what stops your practice and document systems from carrying agents, then agents take over intake and conflict checks, drafts from your precedents, and time to invoice, with a lawyer signing off on anything a client sees, every action logged, and the firm owning it.

Where the work stalls in legal.

Not adopted
The firm licensed an AI drafting tool, and the lawyers still start from last year's document, because the tool does not know the firm's precedents or its matters.
Intake by email
New matters arrive by email, conflict checks run by asking around, and the engagement letter goes out days later.
Drafts from scratch
Every first draft starts from a search through the document system and someone's memory of the last similar matter.
Hours left unbilled
Time is captured at week's end from memory, so hours go unbilled and invoices go out late.

Three workflows that are usually the first candidates.

Examples to start your own list from. The scan finds the ones that fit your operation.

Intake and conflict checks

Today: A prospective client emails, a partner reads it, someone asks the office whether we have acted against the other party, and the engagement letter waits.
Agents take over: Agents read the request, run the conflict check against the firm's matters and parties, draft the intake summary and the engagement letter from the firm's templates, and open the matter.
A person decides: A lawyer approves the conflict check result and the engagement letter before anything is sent; a possible conflict always goes to a partner.
The audit trail records: The request, the parties checked, the result, who approved it and what was sent are recorded per matter.
Your team owns: The conflict rules, the intake questions and the letter templates are the firm's own, in the practice system.

First drafts from your precedents

Today: A lawyer searches the document system for the last similar agreement, copies it, and rewrites it against the new facts over an afternoon.
Agents take over: Agents find the firm's closest precedents, draft the document against the matter's facts, and mark every clause they changed and why.
A person decides: A lawyer reviews and approves every draft before it leaves the firm; nothing reaches a client or a counterparty without that review.
The audit trail records: The precedents used, the changes made, the reviewer and the approved version are recorded per document.
Your team owns: The precedent library, the clause rules and the review checklist belong to the firm.

Time to invoice

Today: Hours are reconstructed on Friday from the calendar and the inbox, narratives are written from memory, and the invoice waits for the partner's review.
Agents take over: Agents capture time from the calendar, documents and email as the work happens, draft the narratives in the firm's style, and assemble the invoice per matter.
A person decides: The responsible lawyer approves every time entry and every invoice before it is sent, and decides on write-offs.
The audit trail records: The source of every entry, the narrative, the approval and the invoice version are recorded per matter.
Your team owns: The narrative style, the rate cards and the approval thresholds are the firm's own.

Where law firms usually start.

Time to invoice, for most firms. The work already leaves traces in the calendar, the documents and the email, the rate cards exist, and the judgment line is clear: the responsible lawyer approves every entry and every invoice. It is also the workflow where unbilled hours become visible.

How it would go

01The scan maps the current time capture with the lawyers and the finance team, and reads what in your practice management system and calendar must change before agents can carry it.
02The working example captures one month of real matters, entries and narratives drafted, nothing invoiced.
03The build adds the approval gate, the write-off decision, the audit trail per entry, and the handover to finance and the responsible lawyers.
04Intake and drafting follow once time to invoice runs.

The governed layer in legal.

Where a lawyer signs off

Every conflict check result, every document that leaves the firm, every time entry and every invoice. Agents prepare, lawyers commit.

What the audit trail records

The parties checked, the precedents used and the clauses changed, the source of every hour, and who approved what. Enough to answer a client, a regulator or a dispute over an invoice.

What the firm owns

The precedent library, the conflict and clause rules, the templates and the runbooks, in the practice and document systems you already run. When a template changes, the firm changes it.

Start with one legal workflow.

One week, fixed scope. You leave with a map of where AI creates leverage in your practice, a read of your practice management, document and email systems, and a working example of one workflow on your own matters.

Start with a one-week scan

What you get

Opportunity map
Workflow candidates
Stack read
Working example of one workflow
Risk assessment
Value estimate
Recommended roadmap

Questions from law firms and legal teams.

Does client confidentiality survive this?: Matter data stays in your systems under your access rules; the agents read and write there, and every action on a matter is logged. Which models may see which data is a design decision the scan makes explicit rather than a default.
Can an agent send anything to a client?: Not by design. Agents draft; a lawyer approves every document, letter and invoice before it leaves the firm. The gate is built in, so nobody can switch it off by mistake.
Our precedents are in a document system nobody has cleaned up. Does that matter?: It matters, and it is what the scan reads first: what in your document system must change before agents can draft from it. Usually less than you fear, and the answer is part of the scan.
Does this replace our practice management system?: No. The agents work inside the practice management, document and email systems you already run. Replacing a system is a decision the scan can inform, never a precondition.
Which workflow should we start with?: Usually time to invoice, because the traces exist and the responsible lawyer already approves. The scan confirms whether that holds for your firm or whether intake or drafting comes first.
What do we own at the end?: The system, its documentation, its rules and templates, and the runbooks. We hand it over so the firm runs it without us.

Service lines that carry this

Custom AI Agents & Systems AI Workflow Automation