In one sentence
"Legal AI" answers a question you asked — "Agentic Law" is given a goal and breaks it down itself into research, deadlines, drafts and a complete, reviewable body of work, while the lawyer stays accountable but no longer has to sit next to every single step.
The distinction the industry is currently arguing about
Internationally, more than one vendor is currently repositioning around exactly this distinction: away from the chat window, toward agents that work in the background and hand over a finished result in the morning instead of an answer to a single question. The point behind it isn't a marketing trick — it's a real boundary:
- Legal AI is a tool. You ask a question, upload a contract, or request a summary — the AI returns a result. One step, one answer.
- Agentic Law is given a goal. A system of agents breaks it down on its own: researching information and documents, structuring the facts, identifying relevant statutes and case law, analysing contracts and files, flagging risks and deadlines, preparing drafts, formulating follow-up questions, assigning and tracking tasks — through to a complete, reviewable body of work.
The lawyer remains accountable and stays in the loop throughout. But they no longer necessarily sit next to every single work step — the agents work in the background, similar to how a team of research assistants, trainees and paralegals works today.
What this means for your firm — without overselling it
The uncomfortable question isn't whether AI "replaces the lawyer". It's: how many people does a firm still need once agents take over a substantial share of the preparatory work — initial review, standard research, file preparation, documentation, contract comparison, deadline management, first drafts, recurring communication? The firm as an institution doesn't disappear because of this — trust, negotiation, strategy and the final legal judgment remain human work. But a firm can handle noticeably more matters with the same headcount.
Where your firm already uses this today
An Agentic Law system can be recognised by three building blocks — and all three are, for us, not an announcement but running operation:
- Agents with a goal instead of a prompt, with a hard cost brake. A lawyer starts a run ("draft a pleading", "work through the file") — the agent researches, checks deadlines, drafts and submits it for approval, while a fixed ceiling in the background prevents a bulk upload from triggering unchecked cost. Every step stays traceable and can be reversed individually.
- A knowledge graph instead of one-off answers. Our legal library holds statutes and case law in full text, checks every AI citation against the real source, and even detects contradictions between documents in the same case file — including a case history that shows how the facts read with and without a particular exhibit.
- A client access path that doesn't need an account for every single step. Through the client portal and individual, time-limited access links, a client can submit documents, answer a follow-up question, or have a conversation — the AI reads, structures and prepares it, the lawyer decides.
This week we added two more building blocks in exactly this direction: Monitors, which automatically notify a firm as soon as the wording of a subscribed statute changes — without anyone having to check daily —, and My Work, a bundled, assignable list of open tasks, deadlines and pending agent questions for the whole team.
What this honestly is not (yet)
No vendor — us included — should claim that an agent replaces a lawyer's professional responsibility. Approval before sending, citation verification before adoption, and an unbroken audit trail aren't a nice-to-have — they're the precondition for "working in the background" not turning into "making mistakes unnoticed". That is exactly what separates a tool you can trust from one that just delivers answers faster.
Bottom line
The question is no longer whether this development is coming — it's already under way. The real question is who builds such a system reliably, transparently and accountably for day-to-day legal practice. More on our architecture at For Lawyers.
