Legal AI

The sales pitch for AI contract review is compelling: upload an agreement, receive a prioritized list of issues, accelerate your redline. What the pitch omits is the growing problem of phantom clauses — flags raised by AI tools against provisions that are, on careful reading,...

There is a category of malpractice-adjacent mistake that legal AI tools are quietly producing at scale right now, and almost nobody in the vendor community is talking about it honestly. The mistake looks like competence. The brief is well-organized, the citations are Bluebook-correct, the argument...

There is a quiet scandal developing in legal AI procurement, and almost nobody in legal operations is talking about it yet. Your contract review platform almost certainly performs differently depending on when you use it. Not differently in ways that crash dashboards or trigger support...

The conference circuit has a new obsession. At every deal conference from SuperReturn to the ABA Business Law Section's spring meetings, some version of the same panel has appeared: AI in Transactions — Managing Risk in the New Deal Environment. And somewhere in the middle...

The contract review platform your firm procured in 2024 almost certainly had a clean compliance narrative. Narrow use case, low risk classification, straightforward data handling. Your legal ops team ran the vendor assessment, procurement signed off, IT provisioned the access, and everybody moved on. What...

There's a negotiation dynamic quietly metastasizing across commercial contracting, and most transactional lawyers aren't talking about it yet. When you use an AI drafting tool to generate your first draft, and your counterparty does the same, you aren't starting from opposing positions. You're starting from...

The pitch is seductive. Load your contract playbook, connect your template library, and let the AI negotiate your NDAs end-to-end while your associates work on something that actually requires a law degree. Every major legal AI vendor — Harvey, Ironclad, Spellbook, ContractPodAi, and a half-dozen...

The legal profession spent the better part of 2023 and 2024 worrying about AI hallucination — the fabricated citations, the phantom judges, the cases that never existed. Mata v. Avianca gave every partner a cautionary tale to forward around. But there's a quieter, more insidious...

Here is what the demo never shows you: paste a 180-page master service agreement — complete with six schedules, two exhibits, a data processing addendum, and a statement of work — into your AI contract review tool, and watch what happens to the indemnification analysis...

There is a quiet crisis building inside the upper floors of large law firms, and most of the partners contributing to it do not fully realize it yet. They are signing off on memos, briefs, due diligence summaries, and contract analyses that were substantially drafted...

There's a phenomenon spreading through claims departments, defense firm inboxes, and commercial collections desks that nobody has formally named yet, but every practitioner over forty is starting to recognize. AI-drafted demand letters are getting triaged into a de facto low-priority queue — not because of...

The pre-matter simulation is becoming the most consequential — and least discussed — shift in how sophisticated legal practices actually work. Before a deal closes, before discovery opens, before the first demand letter goes out, a growing number of BigLaw and mid-market firms are running...

The pitch decks landing in legal ops inboxes in 2026 have a new badge. Alongside SOC 2 Type II and the now-ubiquitous claims about "enterprise-grade security," a growing number of legaltech vendors are leading with ISO 42001 certification — the International Organization for Standardization's AI...

There's a pattern emerging across AmLaw 200 firms that nobody is putting in their client newsletters: the same managing partners who stood on stage at partner retreats in 2024 talking about AI-driven efficiency are now quietly telling IT to pull access for specific practice groups....

There's a pattern emerging in legal AI adoption that nobody wants to talk about at the vendor demo but that practitioners are quietly noticing in the work: the AI agrees with you too much. You upload a contract and ask whether your client's position is...

The promises were everywhere in 2024. "Grounded AI." "Citation-verified outputs." "Hallucination-free legal research." If you attended ILTA or LegalWeek that year, you couldn't walk twenty feet without a vendor handing you a one-pager built around some variation of the claim that their large language model...

The legal profession has a disclosure problem, and it isn't subtle. Across litigation departments, solo practices, and BigLaw document review teams, lawyers are using generative AI to draft briefs, research memos, contract provisions, and demand letters — then presenting that work product as though a...

There is a particular kind of wrong that is extraordinarily dangerous in legal practice. Not the wrong that looks wrong — the scrambled citation, the obvious non-sequitur, the clause that reads like it was translated twice. Those errors announce themselves. The dangerous wrong is the...

The conversation nobody at BigLaw wants to have is already happening in every associate bullpen from Midtown Manhattan to the Loop. A third-year puts a $20/month ChatGPT Plus subscription, a drafting assistant, or a legal citation checker on their personal Amex. They use it to...

If you're running technology for an AmLaw 100 firm right now, there's a reasonable chance you're paying Microsoft for Copilot's responsible AI features, paying Harvey for its proprietary citation verification and hallucination containment, and then paying a third vendor — Perceive AI, Docugami, or one...

If you're a GC or legal ops lead and you haven't been pitched an agentic AI platform in the last six months, you're either very good at avoiding vendor calls or you're working somewhere that doesn't exist. The pitch is compelling: chain together specialized AI...

American law firms spent much of 2024 and 2025 arguing about whether generative AI was a billing problem, a malpractice problem, or someone else's problem entirely. Meanwhile, Australian firms quietly built governance infrastructure that actually works. The gap is now wide enough to be embarrassing...

Most AmLaw 200 firms now have an AI acceptable use policy. Most of those policies are documents that exist to exist — drafted by a committee, approved by the executive committee, emailed to associates in a PDF, and never operationalized into anything resembling actual oversight....

The question used to be whether you used AI. Courts are now asking how, when, and which one. That shift matters enormously, and most litigators are not ready for it.

Everyone in legal tech has heard about Mata v. Avianca. Two attorneys submitted a brief packed with invented citations, got sanctioned, and became the cautionary tale that launched a thousand CLE presentations. It's 2026. If Mata is still the ceiling of your understanding of AI...

The gap between lawyers who get useful output from AI and those who get expensive garbage is almost never the tool. It's the prompt. Most attorneys approach AI the way they approached their first summer associate: vague assignment, high expectations, profound disappointment. The difference is...

The last time legal research changed this dramatically, it was 1973, and Lexis had just let lawyers search full-text case law from a terminal instead of a card catalog. That was a genuinely civilizational shift. What's happening now might be bigger — or it might...

The marketing departments of legal tech vendors would have you believe that e-discovery was solved somewhere around 2023. Throw AI at the document review problem, watch the billable hours evaporate, close the laptop, go home. The reality inside actual litigation teams is considerably messier, more...

Law firms are the softest targets in professional services. You hold privileged communications, M&A deal terms, litigation strategy, and client financial data — and you're disproportionately staffed by people who believe clicking "unsubscribe" on a phishing email is fine. The American Bar Association's 2024 Legal...

The funding numbers look great on a slide deck. The reality of building inside them is considerably messier.

Most law firm AI policies I've reviewed fall into one of two categories: a three-paragraph memo that says "use AI carefully," or a 40-page document that nobody reads past the table of contents. Neither protects your clients, your attorneys, or your firm. What follows is...

Legal research has always been expensive, slow, and unforgiving. Miss a controlling case in the Ninth Circuit and you've committed malpractice. Spend six hours chasing a circuit split that a paralegal already mapped last week and you've blown the client's budget. AI-assisted research promised to...

The marketing pitch for legal AI is irresistible: faster research, tighter drafts, fewer billable hours wasted on grunt work. But the malpractice exposure when these tools hallucinate a case, bury a deadline, or generate a defective contract clause is entirely your problem — not OpenAI's,...