AI adoption for managing partners. general counsel. innovation officers. practice group leaders. knowledge teams. risk & compliance. small firms. litigation teams.

Where the productivity is real, the professional obligations are unchanged, and the gap between those two facts is where firms get into trouble.

15areas
45subject areas
0vendors ranked
How it works

An AI-first Institute

Stop trusting generic AI models for expensive answers.

Researchers That Never Sleep

Specialist research agents read the primary sources themselves — the opinions, the rules, and the bar guidance — not summaries of them.

Scope the Decision Now

Describe where the firm is. The AI Adoption Concierge answers from the Institute’s own research, and it does not give legal or ethics advice.

Talk to an Expert

Some decisions are bigger than a tool choice. Tell the Institute what the firm is weighing.

begin here

Where is your firm?

Start a conversation with the AI Adoption Concierge. It will help you scope the decision in front of you — what to weigh, what the guidance says, and what other firms have found. It does not give legal or ethics advice, and it does not rank vendors. Choose an area to begin.

AI Adoption ConciergeOrientation for firm leadership
Tell me where the firm is — roughly its size, its practice areas, and what you are trying to decide. I'll help you scope it. I won't tell you what your jurisdiction requires, and I won't recommend a named product.
Advisory

When the decision is bigger than a tool choice

Some firms reach a point where the question is not which product to buy but how the firm should work — what the policy says, who reviews what, how the work is priced, and what has to change for any of it to hold. The Institute advises firm leadership on exactly that, independently of any vendor.

writing from the Institute

The uncomfortable parts, said plainly.

The billable hour has no good answer to work that takes a fifth of the time. Most firm pilots cannot produce a negative result. Prohibiting AI does not stop its use — it moves it somewhere you cannot see.

All insights
Rows of gray file boxes on metal shelving in a storage room, receding into shadow
Productivity & Workflows
What does AI-assisted document review have to prove in discovery?
Less than most firms assume, and on a standard that is fourteen years old. In June 2026 a magistrate judge in the Northern District of California treated a generative AI review tool as a form of technology-assisted review and declined to order an audit of it.
September 15, 2026
A fountain pen resting on an unsigned document beside two empty chairs at a conference table
AI in Estate Planning
Where does AI-drafted estate planning cross into the unauthorized practice of law?
The cases that define this line were decided about document-assembly software between 1999 and 2011, and none of them involved a system that answers questions back. Colorado has a rule that reaches software directly, Texas has a statute that exempts it, and the Colorado Supreme Court has had a subcommittee looking at the gap since 2023.
September 15, 2026
A signed engagement letter and a fountain pen resting on a conference table beside two coffee cups, photographed from above in daylight
Governance & Policy
Do you have to tell the client you used AI?
ABA Formal Opinion 512 says disclosure is sometimes required and often unnecessary, and the line between those two runs through confidentiality rather than through candor. State bars have then split, including on whether a non-hourly fee may stay the same when the tool cuts the hours the work takes.
September 15, 2026
A wide staircase in an office lobby photographed from above with most of the lower steps empty
The Future of AI in Legal
What happens to the associate pyramid if AI does the first draft?
Lawyer headcount across 184 reporting firms grew 2.9 percent in 2025, and hiring of new graduates at firms of more than 500 lawyers fell 7.5 percent for the Class of 2025. Both numbers are counts of different populations by different publishers. Everything said about which one is the signal is a forecast, and this piece labels which is which.
September 15, 2026
An empty wooden courtroom bench and gavel block photographed from the well of the court, with bound reporters stacked to one side
AI Law & Rules
What have courts actually sanctioned lawyers for when AI was involved?
Mata v. Avianca, Inc. produced a $5,000 sanction and a set of letters, not a disbarment. What has happened since is both narrower and more serious than the folklore: the sanctioned conduct is almost never the use of AI, and in several decisions the response to being caught mattered more than the citations.
September 15, 2026
An open case reporter on a library table beside a stack of closed volumes, lit from a window
Legal Research with AI
Does retrieval-augmented generation fix AI legal research?
Retrieval cuts invented authority. It does not cut the other failure — a real case, correctly cited, standing for something it never held. Six researchers at Stanford and Yale measured both, and Thomson Reuters disputed the result.
September 15, 2026
common questions

What firms ask before they trust a site like this.

The questions below come before the practice areas do. If the answers are unsatisfying, nothing further down the page will help.

What is the Institute for, exactly?
It is a reference and a diagnostic, not a vendor. Firm leadership faces a set of decisions — what to adopt, who checks the output, what to charge, what happens to client confidences — and almost everything written about those decisions comes from someone selling a product. The Institute exists to be the part that is not selling anything: fifteen areas of plain-language reference written for people who decide, plus a concierge that helps scope the decision in front of you.
Is it free, and what is the catch?
The concierge, the reference material and the Library are free and require no account. The Institute earns its keep through private advisory engagements — a readiness assessment, drafting or reviewing a firm AI policy, designing a verification step — billed as fixed fees agreed in writing beforehand. It takes no money from any company that builds or sells legal AI: no sponsorship, referral fee, affiliate commission, revenue share or paid placement.
Why will you not tell us which tool to buy?
Because a ranking would be worth less than it appears and would cost more than it is worth. Product rankings age within months, cannot be validated against your matters, and could not be published credibly by anyone connected to people building in this space. What travels is the evaluation criteria — how to test grounding, what to ask about data handling, how to run a pilot that can actually produce a negative result — and that is what the Institute publishes instead.
How reliable are AI legal research tools, really?
Less than the marketing implies. Stanford researchers testing the leading commercial legal research products reported hallucination rates between roughly 17% and 33% depending on the product, and — the finding that matters more — examined vendor claims that retrieval-augmented architectures prevent hallucination and concluded those claims were overstated. Vendors have published improvements since. The rate is not zero for any product, which is the only figure that would let a firm skip verification.
Does the Institute give legal or ethics advice?
No, and the distinction is not a formality. Rules of professional conduct are adopted state by state and they diverge. The Institute describes what ABA Formal Opinion 512 addresses and what firms do in practice; it does not tell you what your jurisdiction requires, whether particular conduct is permissible, or whether something would be sanctionable. Anything involving an actual incident belongs with counsel qualified in professional responsibility, immediately.
We have no AI policy and people are already using it. Where do we start?
With what is actually happening rather than with the policy document. Prohibition without a sanctioned alternative reliably produces shadow AI — the same use, moved somewhere you cannot see it — so the first useful step is establishing what tools are already in play and for what. From there the order that tends to hold is: one approved tool people can actually use, a verification step for anything leaving the firm, then the written policy. A policy nobody can recall under deadline pressure is not governance.

Decide it before you have to.

Describe where your firm is. The Institute will help you scope it — with no vendor to sell you and no process to enter.

talk to the Institute
AI Adoption ConciergeOrientation for firm leadership
Tell me where the firm is and what you are trying to decide — choosing a tool, writing a policy, working out what to bill, or getting people to actually use it. I won't give legal or ethics advice, and I won't rank vendors.