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Four hundred documents, three days, one associate short. This is the sort of problem lawyers have always solved with people.

Karishma Karthik, Legal Engineer

The data room opens on Monday. The issues list is due Thursday. There are four hundred documents, one of the two associates staffed on the matter has been pulled into a signing, and someone has to work out which documents actually matter to the questions the client is asking.

So you divide the room. Someone takes the financing documents. Someone takes the commercial agreements. Someone starts building the tracker. The seniors decide what needs a closer look. And everyone starts reading.

It works. It has worked for decades.But it also tells you something about the way legal work has traditionally been organised: when the volume of information increases, we add more human attention.

AI changes that equation. Not because it can replace the lawyer reading the documents. That is still the wrong way to think about it. The more interesting possibility is that four hundred documents no longer have to remain four hundred separate reading assignments.

A lawyer can ask one question across the entire set. Not a perfectly engineered prompt, but the sort of broad instruction you would actually give a junior: tell me where the change-of-control provisions are, whether consent is required, and anything unusual about them.

The system can then turn that instruction into the more precise questions needed to produce a useful answer. It can compare the results across the whole document set, organise them into a structure a lawyer can work with, and critically - take you back to the exact language behind every answer.

That sounds like a small change. It is not.

For the first time, the bottleneck is not necessarily how quickly a lawyer can get through four hundred documents. It is deciding what deserves the lawyer's attention once the first layer of reading has already been done.

That distinction matters.

Because the promise of AI in legal work was never really that lawyers would have less to read. It was that they would have more time to think.

And perhaps the most interesting measure of progress is not how many documents AI can process.

It is how much of the lawyer's week it can give back for the parts of the job that only a lawyer can do.