Law firms and lawyers

Your firm’s own AI.

Research from your own precedent, first drafts in your firm’s style and due diligence at speed, on a model the firm owns.

A long meeting room with dark tables, sunlight falling in stripes through tall windows
Eigna JLM ResearchRuns local
What have we argued before on late delivery penalties?

Two memos take the same line: the penalty clause caps damages 1, unless the delay was deliberate 2.

  1. 1Memo on penalty clauses
  2. 2Memo on wilful delay

Illustrative

Tasks to start with. A Test Lab takes one.
3
Its Formula
JLM
To roll back to the last release, by design
60 s
Eigna Local. Data never leaves.
Local
A lawyer working through a file at a long wooden table by the window

The work that cannot leave

Client files are privileged and your precedent is your edge. Under professional secrecy they should train only your model, never a vendor’s.

  • Client files and correspondence
  • Memos and opinions
  • Templates and precedent
  • Data rooms

Where it runs, for law firms

Eigna Local

Data never leaves.

On the firm’s own servers or an Eigna Box in the office, so privileged files stay in the building. Eigna Hybrid where the firm prefers a GPU in its own region for the main expert.

Training runs on a GPU we rent in a region you approve: an encrypted snapshot goes there for each run and is deleted after it. Where nothing may leave your network, it runs on your own GPU.

The first expert

Three tasks to start with.

Memos, drafts and reviews approved by your partners and associates. Nothing learns until a lawyer approves it.

Illustrative questions and answers
01

Research

Answers from your own memos and opinions, with sources.

Eigna JLM ResearchRuns local
What have we argued before on late delivery penalties?

Two memos take the same line: the penalty clause caps damages 1, unless the delay was deliberate 2.

  1. 1Memo on penalty clauses
  2. 2Memo on wilful delay

Learns from · Memos your partners signed off.

02

Drafting

First drafts in your firm’s structure and style, from the templates you approved.

Eigna JLM DraftRuns local
Draft a share purchase agreement for a small asset deal, on the seller’s side.

A first draft from your 2025 template 1, with the warranty package your partners use for sellers 2. The price clause needs your figures.

  1. 1Share purchase template, 2025
  2. 2Warranty package, seller side

Learns from · Drafts your partners signed off.

03

Due diligence

Reads the data room, lists what is missing and flags the clauses that matter.

Eigna JLM DiligenceRuns local
Which contracts in the data room have a change of control clause?

Four of 212: two supplier agreements 1, one lease 2 and one software licence 3. The licence needs consent, not only notice.

  1. 1Supplier agreement, lot 3
  2. 2Office lease
  3. 3Software licence, 2023

Learns from · Reviews your associates and partners approved.

The proof we will measure

A metric, a baseline and a sealed test, agreed before we start.

We measureDrafts and reviews approved without rework, and time per matter
AgainstYour current process
OnA sealed set of past matters

The target is set with you before the Test Lab starts. If the expert does not beat your baseline, you keep the report.

17.8%

Our first training run cut forecast error 17.8% against its base model. It is not yet ahead of a simple last value baseline, and we publish that too.

Rules in plain words

What the rules ask, and what every release gives you.

  1. 01

    Privilege stays in the firm

    Client files train only your model, and matters you keep apart stay apart.

  2. 02

    Every answer names its source

    The memo, the template or the clause it came from, so a lawyer can check it in seconds.

  3. 03

    A record of every release

    A named owner, a release record and rollback in 60 seconds. Designed to support your professional duties, not to replace them.

Law firms and lawyers

Privilege stays in the firm.

Client files train only your model, and matters you keep apart stay apart. A named owner, a release record and rollback in 60 seconds.

The Model Deed, a graphite leaf over a black steel leaf with the Figure cut through, the Key beside it on pale stone

Law firms: questions and answers

Does our work train anyone else’s model?

No. Your files train only your model, and only the work your lawyers approve.

Can it keep matters apart?

Yes. Experts can be scoped per practice group or per client, so files from one matter never answer for another.

Where does it run?

With Eigna Local on your own servers or an Eigna Box in the office, so privileged files stay in the building. Eigna Hybrid is possible where the firm prefers it.

Test Lab

Request a Test Lab for law firms.

One task, your data, a sealed setup, about four weeks. If the expert beats your baseline, the test set becomes your first release gate. If not, you keep the report.

  • RouteDirect to firms, and through legal tech partners.
  • Watch forPartners decide quickly once they see their own precedent cited back. A Test Lab on one practice group keeps the first step small.
  • ReplyWithin two working days, from a founder.
Which task would you bring?

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