What lawyer review actually means

The counterparty has moved the liability cap from twelve months of fees to a fixed number, added a carve-out nobody asked for, and left the indemnity alone. Your review tool caught all three and proposed replacement language for each. Someone still has to decide whether to accept them, and hold that position on the call tomorrow morning. Until that happens, nothing has actually been reviewed.

Almost every legal AI product now says it keeps a human in the loop. Very few say which human, at which point, obliged to do what. That vagueness is doing a lot of work, because the phrase covers at least four arrangements, and they leave the risk in four different places.

Four things “human in the loop” can mean

You are the loop. The tool produces output and a person may review it. That person is you, at whatever hour it arrives. Nothing has moved off your desk except the typing.

Someone samples it. The vendor reviews a share of outputs for quality. That is a product metric. It says something about the system over time and nothing about the document in front of you.

A subject-matter expert checks it. Often genuinely good work. But an expert who is not a licensed attorney owes you what the contract says, and nothing beyond it.

A named, licensed attorney reviews every deliverable and stands behind it. Only this version moves the risk, because only this version carries professional obligations with it.

What the license actually obliges

An attorney acting as your lawyer is bound by professional conduct rules, not only by a commercial agreement. Three consequences follow.

Judgment is owed, not just detection. A tool flags a clause. It cannot decide it, negotiate it or stand behind it. Spotting an uncapped indemnity is pattern recognition. Deciding whether to accept it, given this counterparty and your own escalation triggers, is a legal judgment, and someone has to be answerable for making it.

Privilege attaches to lawyers, not to software. A vendor can promise confidentiality by contract. A lawyer owes it as a professional duty, and privilege comes with it. The difference is not rhetorical: confidentiality is a promise you can sue on once it is broken, while attorney-client privilege protects the work from being compelled out of you in the first place. A subscription gives you the first. Only a law firm gives you the second.

Someone carries the liability. Read the limitation-of-liability clause before you read the marketing page. If the answer to “who is responsible when this is wrong” is a capped refund, review is a feature. If it is a named lawyer at a regulated firm, review is a duty.

Questions worth asking any vendor

• Who reviewed this, by name? If you cannot see the matter, its status and its lawyer, review is a claim rather than a record.

• Is review mandatory on every deliverable, or sampled? Ask for the rule, not the average.

• Is that person licensed, and where? Cross-border work is where this quietly breaks. A lawyer admitted in one jurisdiction is not a lawyer everywhere your contracts land.

• Does privilege attach, or only confidentiality? A software vendor cannot give you the first, whatever its security page says.

• Can they negotiate, or only flag? Review that stops at the redline leaves the hardest part with you: the call, the concession, the position you have to hold.

• What happens when the answer is wrong? Every other question is a proxy for this one.

Where we draw the line

Every matter runs the same way. Our AI workflows do 80% of the work, and an experienced lawyer takes the final 20%, which is deciding the clause, negotiating it and signing off on it. A named, licensed lawyer quality-assures every deliverable before it reaches you. We are a law firm rather than a software vendor, so privilege attaches to the work, and a named lawyer is accountable for every matter.

You do not need to buy any of that to use the questions above. Ask them of everyone, us included. A good answer is specific and slightly boring. A vague answer is itself the answer.