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.

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

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.
Research
Answers from your own memos and opinions, with sources.
Two memos take the same line: the penalty clause caps damages 1, unless the delay was deliberate 2.
- 1Memo on penalty clauses
- 2Memo on wilful delay
Learns from · Memos your partners signed off.
Drafting
First drafts in your firm’s structure and style, from the templates you approved.
A first draft from your 2025 template 1, with the warranty package your partners use for sellers 2. The price clause needs your figures.
- 1Share purchase template, 2025
- 2Warranty package, seller side
Learns from · Drafts your partners signed off.
Due diligence
Reads the data room, lists what is missing and flags the clauses that matter.
Four of 212: two supplier agreements 1, one lease 2 and one software licence 3. The licence needs consent, not only notice.
- 1Supplier agreement, lot 3
- 2Office lease
- 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.
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.
- 01
Privilege stays in the firm
Client files train only your model, and matters you keep apart stay apart.
- 02
Every answer names its source
The memo, the template or the clause it came from, so a lawyer can check it in seconds.
- 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.
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.





