A paralegal emailed me a draft motion last spring with three citations that looked perfect. Two were real. One pointed to a case that never existed, and it was the citation propping up the entire argument.
That kind of thing is now the single biggest risk in small firm drafting. You can move faster than you ever could with a stack of form files, but speed without a review habit turns your best asset into a liability. A solid ai legal assistant can hand you a structured first draft in under a minute, and if nobody reads it with clear eyes, that draft is a problem waiting for a signature.
Here’s the good news: quality control isn’t complicated. It’s a short, repeatable sequence, and once it’s built into how your office works, it takes less time than the drafting you no longer have to do by hand. What follows is the system I’d use if I were running a five person firm in Dallas or Amarillo.

Why the fast draft is never the finished draft
Drafting tools generate language by predicting what words tend to follow other words. They don’t look up a reporter volume. They don’t check whether a case was later reversed. They produce text that reads correct, which is a different thing from text that is correct.
The federal judiciary has been clear that this matters. Filing a document with the court certifies that the factual and legal contentions inside it have evidentiary support, which is a representation you make personally. According to the Legal Information Institute at Cornell Law School, the rules governing attorney conduct treat that signature as a serious attestation rather than a formality. That’s the whole argument for review in one sentence.
So treat every generated draft as a first pass from a competent but unsupervised junior. You wouldn’t file that without reading it either.
Build a triage rubric before you build a workflow
Most firms audit drafts with a vague sense that they should look it over. That’s not a process, and it fails the moment the office gets busy.
I’d rather you score each draft on three axes, which I call the A.B.C. pass, because the labels stick better than a numbered list.
- Accuracy: Is every citation, quote, and holding real and still good law?
- Bearing: Does each paragraph move the specific argument you’re actually making for this client?
- Compliance: Does it meet the local formatting, page limit, and signature requirements for that court?
Any draft that fails Accuracy doesn’t get patched. It gets rewritten from your own notes, because if one citation is invented, the surrounding reasoning is unreliable too. Bearing and Compliance you can fix in place with edits. That single rule, rewrite on Accuracy, edit on the rest, saves more time than any other habit I know.
What does a real review pass look like on a Tuesday?
Picture a two attorney office with a filing due Thursday in state court. The associate pulls up a generated draft of a response brief, roughly nine pages, and starts the pass.
First she opens a second window and looks up every citation, not to read the full opinion, but to confirm each one exists and says what the draft claims. That takes about twenty minutes for a brief that size. She flags two cites where the quoted language is close to the real text but not identical, which is a common pattern.
Next she checks the procedural posture. Drafting tools are decent at reciting general standards of review, but they don’t know that this particular judge wants the standard stated in the introduction, or that your jurisdiction applies a slightly different test than the one the tool defaulted to. That’s fifteen minutes of reading and marking.
Then she runs a formatting check against the court’s local rules, which is the boring part and the one that gets skipped when time runs short. Twenty minutes total, if she doesn’t multitask.
The whole audit lands around an hour. Compare that to the four or five hours it used to take to write the thing from scratch, and the math still works in your favor. But only if you actually spend the hour.
Three habits that catch the most damaging errors
Not every firm needs a formal manual. These three habits catch most of what actually causes trouble.
- Cite check by hand, always. No exceptions, no matter how clean the prose reads. Generated citations fail in ways that look normal, which is exactly why a skim won’t catch them.
- Keep an approved-language file. Every time you rewrite a generated paragraph into something better, save it. Within a few months you have a bank of language that reflects how your office actually argues, and you can paste it directly instead of regenerating.
- Have a second person read the final version. Not to rewrite it. Just to confirm every cite is marked as verified and the signature block is right.
Here’s my honest opinion on the third one: in firms where only one person ever reads the draft, errors slip through about as often as they did before anyone was using these tools. The tool didn’t create that problem. It just made the volume of text high enough that it shows up faster.
The copyright wrinkle people forget
There’s a quiet issue sitting underneath legal drafting specifically: ownership. Federal law reserves copyright protection to works created by human authors, which means material produced entirely by a machine sits in murkier territory than most attorneys assume. The U.S. Copyright Office has been developing guidance on how much human contribution is required before a work qualifies for protection, and it’s worth reading if your practice involves creating original documents you might want to protect later. Your briefs are usually filed publicly anyway, but client-facing work product is a different story.
Where this goes in the next few years
Courts are moving on this. Judges in several circuits have started issuing standing orders that require attorneys to disclose or certify the use of generative tools in filings, and the details vary enough that you’d be foolish to assume your local court is silent on it. The Oyez project, which archives Supreme Court arguments and opinions, is a useful place to follow how the higher courts talk about technology in practice, and it’s a good reminder that the appellate conversation shapes the trial level rules you’ll have to follow.
None of this means slow down. It means decide now, while it’s calm, what your review standard is. Pick it, write it on one page, and make everyone in the office follow it on every draft, including the ones that look obviously fine. The drafts that look obviously fine are the ones people skip, and skipped ones are where the fake citation lands.
One question worth asking your team this week: if a generated draft went out tomorrow with a fabricated citation in it, who in your office would have caught it, and at what point in the process? If you can’t answer that in a sentence, the process isn’t there yet.