Private AI for Law Firms.
Run AI models as capable as the frontier — on infrastructure the firm controls — so a privileged document never leaves the building.
Narration by Daniel Hart · Watch the 1-minute overview below · Members watch in the dashboard
Run AI models as capable as the frontier — on infrastructure the firm controls — so a privileged document never leaves the building.
Run AI models as capable as the frontier — on infrastructure the firm controls — so a privileged document never leaves the building. It is narrated, practical and taught on real documents — no code, and nothing assumed.
The 1-minute overview. The full course plays in your dashboard.
Where drafts fall down is the foundations.
Not the drafting — the checking and the reasoning underneath it.
It quoted something that wasn't there
Confident summaries and invented citations. You found one — how many did you not find?
Manual re-reading doesn't scale
Ten documents, one deadline, one you. The check that worked on one matter breaks on three.
They can tell it's AI
Unlabelled inference and confident phrasing undermine the analysis — even when it is sound.
Client data can't leave the firm
Privileged material cannot be pasted into a public model. The check has to run inside your own account.
- Built on October 2026 law, benchmarks and prices
- Every claim sourced; explainer animations throughout
- You will leave with: a working private setup, a data-tier map, a decision sheet and an evidence pack
- Handle the hook with confidence
- Handle the privilege wake-up with confidence
- Solicitors and small firms
- In-house counsel
- Legal ops teams
15 modules, one calm step at a time.
The hook
Private AI for Law Firms
The privilege wake-up
“We sent it to an AI” is now a privilege problem with a citation
The leak problem
The most common leak is a share button
What “private” really means
“Private” and “on-prem” hide six very different things
The open-weight revolution
The best models are no longer all closed
How good are they, really?
On real legal work, open models now win on cost and sometimes on quality
The price shock
Frontier pricing is 30 to 300 times open pricing
Law firms are already doing it
The largest firms are buying GPUs, not more seats
Fine-tuning: your model, your frontier
A small fine-tuned model can beat a giant generalist on your work
Choose your hardware
Memory decides whether it fits; bandwidth decides how fast
Choose how to host
Own the hardware, rent a GPU, or call an API
Stand it up, no code
You can have this running before lunch
Use it for legal work, safely
Point it at your own documents, not the internet
Govern & prove it
Local settles confidentiality. It does not settle supervision.
Decide, prove, pilot
Build, buy, or stay controlled in the cloud
A private deployment that keeps privileged data in-house
Set up a model on infrastructure the firm controls, with the Rules loaded and a verification pass before anything leaves the building.
1. The hook 2. The privilege wake-up 3. The leak problem 4. What “private” really means 5. The open-weight revolution 6. How good are they, really? 7. The price shock 8. Law firms are already doing it 9. Fine-tuning: your model, your frontier 10. Choose your hardware 11. Choose how to host 12. Stand it up, no code 13. Use it for legal work, safely 14. Govern & prove it 15. Decide, prove, pilot
Built during the course and yours to keep — included with the course and with membership.
Buy this course, or join and get them all.
One-time · yours to keep
- 123 narrated slides · 86 min
- The templates and the worked example
- Lifetime access in your dashboard
Cancel anytime
- This course and every future course
- The full ebook and template library
- The full skills library — 24 installable skills
Daniel Hart
Daniel has drafted contracts, research memos and court submissions across dozens of matters. He built this course so that the documents every matter needs take an hour — not a week.
Solicitor & legal-AI trainer. Every idea is shown on one real, worked matter you can copy.
The honest answers.
Do I need any technical background?
No. Everything is plain English and every term is explained. If you can use a word processor and a chatbot, you can do this.
Which AI tools does this work with?
ChatGPT, Claude, Gemini and Copilot, or any tool that follows instructions. The method is the same across all of them.
How long does the course take?
86 min, across 15 short modules. You can stop and resume at any point.
What do I actually get?
Narrated video, the slides, the companion skill, and a private deployment that keeps privileged data in-house — all included with the course and with membership.
Is it kept current?
Yes. Last updated 2026-10-14, and the companion skill is refreshed as models and rules change.
Make your next draft defensible.
Apply it to your next matter this week — build the draft, verify every claim, and sign it.