Can AI Actually Cut Your Fund's Legal Bill? | ALTALLO

By: ALTALLO Team · Published: 2026-09-15

Ten years of AI-assisted contract review: what it changes in a fund's legal spend, what it cannot touch, and the question every GC should now ask outside counsel.

2016. A fund's ops team needs a standard vendor NDA reviewed before a new administrator can be onboarded. It goes to outside counsel. A second or third year associate spends the better part of a day working through it clause by clause, checking it against precedent from memory or old files, flags a handful of issues, sends it back with tracked changes. The fund gets billed for most of a day of associate time, plus ten minutes of a partner's review before it goes out. Turnaround: three to five days, longer if the associate is busy on something else.

2026. Same NDA. It gets run through AI-assisted contract review software before it reaches anyone's desk, sometimes by the firm, increasingly by the fund's own ops or legal team first. The software flags the two clauses that actually deviate from the fund's standard position in about ninety seconds, and a lawyer's time goes on those two clauses only, deciding what to push back on and how hard, rather than on finding them in the first place. Turnaround: same day. The bill reflects an hour of senior judgment instead of a day of junior document-combing.

That's the theory, anyway. Ten years on, the real test is whether it's actually showing up in turnaround and cost, not just happening quietly inside the firm. Can AI actually reduce your legal bill? For a chunk of what you're paying for, probably. For the part that actually matters, not really, and most funds still can't tell which part of their bill is which. Most firms aren't in a hurry to explain the difference.

You're actually paying for two different things. Every fund's legal spend splits into two categories that get billed the same way but aren't really the same purchase. There's the stamp: the prospectus, the fund formation documents, anything an allocator's own due diligence team will pick apart, where you're paying for a recognisable name because the name itself does a job, it signals seriousness to investors. It's a small slice of the total, and it has almost nothing to do with hours worked. Everything else, which is most of the bill, gets priced by the hour against a known playbook: NDAs, vendor and service agreements, routine regulatory correspondence, first-pass contract review, minor amendments, disputes triage. That's the part AI can actually get its hands on.

Why the stamp is safe, and ISDAs aren't. Nobody pays extra for a prospectus because of the hours that went into it, they're paying for the name on the front. However good AI gets, that doesn't change, because hours were never really what you were buying. Repetitive, template-driven negotiation is a different story. ISDA master agreements and their schedules are a good example: negotiating one has always meant working through a known structure with a limited set of variables, thresholds, collateral terms, credit provisions, against a counterparty doing the same thing on the other side. That's the kind of work that historically got handed to a second, cheaper firm, because nobody wanted to pay magic circle rates for high-volume negotiation with little bespoke judgment involved. It's also exactly the kind of work AI-assisted review is good at.

Does magic circle plus AI just eat mid-tier's lunch? It's tempting to assume magic circle firms simply absorb that work once they're running the same AI tools themselves, but that's not a given. It comes down to whether they pass the time saved on as a lower price, or keep billing the same and quietly pocket the difference. These firms have historically competed on reputation rather than price, so there's no real reason to expect that to change now. What's much more certain is that generalist mid-tier firms are exposed no matter how that plays out. Their pitch has always been some version of magic circle quality at a lower price, built on labor-cost arbitrage on exactly this kind of repetitive, templated negotiation, and that's the arbitrage AI is eating into. It doesn't much matter whether the freed-up work goes back to magic circle, stays with specialist boutiques who pass the savings on, or never leaves the fund at all because the in-house legal or ops team is running the same tools and skipping outside counsel for that layer. Either way, it's the firms stuck in the middle, no real specialism, no real prestige, whose only selling point was being cheaper for the same work, that end up squeezed.

The part it doesn't touch, and won't for a while. None of this touches genuine judgment work, a novel clause with no real precedent, reading a counterparty's negotiating posture, knowing which fights are worth having on a given deal because of history with that particular investor or regulator. That kind of work is hard to replace and worth paying for, wherever it sits, magic circle, boutique, or a specialist independent practice.

What this actually means for who you work with. The firms in the strongest spot are the ones at either end, real prestige work AI can't touch, or real specialism and relationship depth on the judgment-heavy matters, and who are also willing to pass AI's efficiency gains on for the templated work rather than keeping it as margin. It's the firms stuck in the middle of the market, generalist practices whose whole case for existing was being a cheaper version of something else, that have the most to worry about. If you're a GC deciding where to send day-to-day matters, including templated, repetitive work like ISDA negotiation, the question worth asking directly is whether a firm is using AI to speed that work up and reflecting it in what they charge, or still billing full hours for something software could now do in a fraction of the time. If it's the latter, and the only reason you're using them is price, that price gap is worth re-testing.

The part that's hard to see from outside. Knowing which firms have actually made this shift, versus which ones just say they have, isn't something you can tell from a pitch deck. It's the kind of thing you only see by being close to how funds are actually allocating legal spend and which firms are earning more of it because they've adapted. That visibility, into which firms are genuinely doing this well and which funds are actively looking for that kind of firm, is exactly what ALTALLO gives both sides direct access to.