Conversations around AI in law practice often confuse tasks with the job. But the questions facing law firms leaders run far deeper than how quickly AI tools can research and write a decent first draft.
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Picture a lawyer in 1968. Memos were dictated to a secretary, who typed the draft. Edits were marked up by hand and retyped. Research meant going to the library and pulling books off the shelf. Correspondence arrived on the mail cart. The work, like the mail—moved more slowly, with more layers of people and processes between the lawyer and the finished product.
Now consider the daily life of a modern lawyer, even the managing partner of a large law firm. A meaningful part of the day is spent reading and writing email, reviewing attachments, editing documents on a screen, responding to calendar invitations, searching across digital systems, and moving from one platform to another.
A fair amount of that would have looked to the 1968 lawyer like clerical work.
That is not a criticism. It is just what technology does: it changes who handles what. Lawyers are now doing things themselves that once would have been handled by someone else. And after a while, nobody thinks much about the shift. It just starts to feel normal.
That is worth remembering now, as AI begins to reshape legal work, because it is easy to mistake the tasks of the moment for the profession itself.
The Task Is Not the Job
That perspective is critical to keep in mind today, because much of the current conversation about AI and law begins and ends with tasks. AI can draft, summarize, review documents, accelerate research, spot patterns, and extract information. From there, it is a short leap to a broader question: If technology can perform more and more of the tasks lawyers do, what becomes of the lawyer?
That question, while understandable, starts from a faulty premise. It confuses the task with the job.
It’s an easy mistake to make. Tasks are the most visible part of the work. They are what fill lawyers’ days, what clients often see, and what firms bill for. But the long history of the legal profession makes one thing clear: While the tasks lawyers perform are always changing, the profession persists even as the work of doing it evolves.
What AI in Law Practice Is Really Changing
AI is part of that same story, even if its likely impact is broader and will arrive faster.
What makes AI feel different is not only the speed of change, but also that it reaches more directly into work that lawyers have long treated as central to their professional value. Earlier technologies helped lawyers transmit, store, format, and retrieve work. AI can participate in producing it. And that’s at the core of what makes this shift feel more consequential.
But here again, the distinction between task and job is important.
The job itself is broader. It involves helping clients make decisions under conditions of risk, uncertainty, time pressure, and incomplete facts, often with much at stake. And it requires prioritization, interpretation, communication, accountability, and judgment—knowing what matters, what does not, what can wait, what cannot, and what a client should do next.
That job has always been carried out through a changing bundle of tasks.
This is why so many conversations about AI in the legal industry miss the mark. They focus almost entirely on whether a tool can perform a lawyerly task. That is a useful question, up to a point. But it is not the most important one.
The more important questions are harder, and they go deeper.
- Which parts of legal work are truly essential to the value lawyers provide, and which are simply the current method by which the work gets done?
- Which tasks do lawyers perform today only because earlier technologies made it easier to shift those tasks onto them?
- As first-pass production becomes faster and cheaper, where does value move?
- What will clients expect when more work can be done with greater speed?
- And what happens to training, leverage, pricing, and supervision when the traditional building-block tasks of legal practice are no longer performed in the same way?
The Real Challenge for Law Firms
Those questions go to the heart of what law firms will look like in the years ahead. They also help explain why many AI-first law firms are emerging on the premise that they are better positioned for this moment. A firm built around AI from the beginning is solving a very different problem from a large, established firm trying to layer new tools onto old habits. Older firms are operating with compensation systems, staffing models, training norms, and cultural expectations built for a different era. Those things can change—but not quickly.
This is where the integration of AI in law practice stops being a conversation about efficiency.
When certain tasks go away, lawyers are not just losing busywork. They are also losing familiar ways to learn the craft, generate revenue and prove their value.
Think about the associate who used to learn by doing the first round of research and drafting. Or the firm that still relies on billable tasks that technology is compressing. Or the partner who is still judging junior lawyers by work that may no longer matter in the same way. These are not minor adjustments.
They challenge the very model of the legacy law firm — and that is the real challenge. It is not simply a matter of whether firms adopt AI tools. It is whether they are willing to rethink the assumptions built around the old bundle of tasks.
- How will junior lawyers develop if some of the traditional training work shrinks?
- How will firms price and staff matters if certain kinds of production become much faster?
- How will lawyers be evaluated if the tasks that once signaled diligence and competence are no longer as central?
Those are harder questions than whether AI can write a quality first draft. They are also the ones firms can no longer avoid.
Read “The AI Revolution in the Business Side of Law Practice” by Gene Commander
Successfully Implementing AI in Law Practice
AI is shrinking the timetable. Compared with earlier technology shifts, the mix of tasks may change faster than many firms are used to — or prepared for. This means the challenge ahead is not just adopting a new tool. It is rethinking how work gets done, what clients expect, and how lawyers are trained and evaluated.
Handling this well will require firms to better understand what clients actually need from lawyers and to reshape themselves around that reality. That starts with remembering a simple point: the task is not the job.
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