It looks like second-level document review, with the agent as the first reviewer. The agent reads the contracts or the disclosure set, extracts clauses, builds chronologies and flags what it thinks matters. You check its flags, sample what it passed over, and decide what goes to the fee earner. Every call is recorded with a reason.
What does the agent do on a matter?
On a corporate transaction, the agent might read several hundred contracts in a data room and extract the clauses the team cares about: change of control, assignment, exclusivity, termination rights. On a litigation matter it might sort a disclosure set by relevance and draft a chronology of key events. On a property matter it might compare title documents against the transaction summary.
It works only within the sources it has been given, and every extract points back to the page it came from. It does not give legal advice, and it does not decide what the client should do. Those limits are set by the firm, and the agent is certified against the firm's own past matters before it gets even this far.
What stays with you?
| Work on the matter | The agent | You |
|---|---|---|
| Extract clauses into a review table | Reads and drafts, at depth 1 to 2 | Check every flagged item and sample the rest |
| Mark disclosure documents as relevant or not | Proposes a tag | Decide anything marked privileged or borderline |
| Draft a chronology | Drafts from dated documents | Check dates and sources before it reaches the fee earner |
| Prepare a report section for the client | Drafts in house style | Approve before the lawyer sees it |
| Send anything outside the firm | Held for a named person | The lawyer decides |
| Give a view on legal risk | Refused by the firm's limits | Stays with qualified lawyers |
What does a due diligence catch look like?
Take a reviewer we will call Sam on a corporate team. The agent's review table says a key supply agreement has no change of control clause. That is a clean result, so it would not normally reach Sam's queue.
Sam's sampling picks it up. Reading the data room index, Sam sees a side letter amending the agreement, uploaded as a scanned attachment to an email. The agent's sources show it never read the scan, which arrived as an external document in a format it could not parse. The side letter adds a change of control termination right. Sam corrects the table, tells the associate, and logs a fix for the agent's owner: any amendment the agent cannot read must be flagged, not skipped. A silent gap is worse than a wrong answer, because nobody looks for it.
Why does sampling matter as much as the queue?
The queue shows you what the agent knows it is unsure about. Sampling shows you what it does not know it missed. A good reviewer spends real time on both. Many teams set a sampling rate per matter type and raise it when an agent is new, newly changed or working on an unfamiliar document set.
Every decision, including your sample checks, is filed in an append-only record: what the agent extracted, what you changed and why. If a client later asks how a clause was missed or caught, the firm can show it. Reviewers are judged on that record, on correct calls and on red lines not missed, rather than on pages per hour.
What carries over from paralegal work, and where are the limits?
Your core skill carries over completely: reading carefully, citing the page, noticing what is missing. So does your sense of what a fee earner needs and when to interrupt them. You already know how privilege works in practice and how damaging a wrongly disclosed document can be.
What is new is judging the agent's sources and bounds as well as the documents. Be clear-eyed about the limits too. A reviewer role does not replace a legal qualification, and it will not give you the advisory work you might want if you are aiming at becoming a lawyer. If that is your goal, treat review as a way to stay close to the work, not as a shortcut.
The guide to AI agent jobs and careers maps where review leads. The steps are in how to move from paralegal to AI agent reviewer, and the analyst route is in how to become an AI operations analyst as a former paralegal.
Questions people ask
Are law firms hiring reviewers or just retraining paralegals?
Both happen. Many firms retrain existing paralegals because they already know the matters and the house style. Others hire into legal operations or knowledge teams, so read adverts for duties such as review, quality checks and exceptions.
How do I show this experience without breaching confidentiality?
Describe the type of review, the volume in round terms and what you caught, never the client or the deal. The cover letter template for paralegals applying for AI operations jobs shows safe wording.
Is the work repetitive?
Less than first-pass review was. The agent takes the bulk; what reaches you is the uncertain and the unusual, plus sampling that keeps you alert.