Due diligence is the part of every deal where firms quietly spend the most hours and clients quietly get the least insight. AI changes that equation — but only if the firm running the review knows what to look for.
Traditional diligence produces hundred-page reports built by associates who flag every clause that deviates from a template. Most of those deviations don't matter. A few of them matter enormously. The signal-to-noise ratio has been the deal lawyer's chronic frustration for decades.
The Problem With Traditional Diligence
When a client gets a report with three hundred items, the practical effect is often that the three issues that should drive negotiation get buried alongside two hundred and ninety-seven that don't.
How We Triage
Our diligence reviews start with a model that classifies every contract, document, and communication into risk categories tied to the deal thesis. The output isn't a long list — it's a short list of issues that affect price, structure, or post-closing risk.
Behind each issue, the full document trail is one click away. Lawyers and clients can drill in when they want detail; they don't have to wade through it to find what matters.
What This Looks Like in Practice
On a recent middle-market acquisition, our team processed roughly twelve thousand documents in seventy-two hours. The diligence memo that went to the buyer's investment committee was eight pages. Three issues drove the negotiation. All three would have been buried on page sixty of a traditional report.
The deal closed two weeks ahead of schedule. The buyer paid less than they had originally offered. Both outcomes traced directly back to a tighter, faster diligence process.
The Trade-Offs
AI-assisted diligence isn't free of trade-offs. It requires careful prompting, model evaluation, and a partner who actually reads the outputs. Done badly, it produces a different kind of noise. Done well, it changes what diligence is for.
Our advice to clients: ask your firm to show you the diligence memo from a recent comparable deal before you engage them. The length and structure of that memo will tell you most of what you need to know.
