Research it yourself
Last checked October 16, 2026 · 7 min read · LeaveRights contributors
What AI does well and badly in legal research, the one rule that keeps you safe, and the real sanctions that followed from ignoring it.
Chapters
What you need to get started
The plan, the tool, and the folder habits you need before you start AI-assisted legal research. Covers installing Claude Code, setting up one folder per case, and basic safety.
The free law library
Free places to read cases, statutes, regulations, agency guidance, and arbitration rules, with what each is good for and where it falls short.
Setting up your case folder
How to lay out one folder per case so an AI tool always reads the right file first. Covers the instruction file, a single facts file, an evidence index, record cites, and the citation log.
Skills, agents, and memory
What CLAUDE.md, skills, subagents, memory notes, and hooks are, and when to use each one. Includes a research agent, a drafting checklist, and a new-matter setup list.
Search order and the source ladder
Which law governs your claim, which courts to search first, and how to get the full text of a case when the first database does not have it. Includes the rules for reporting that nothing was found.
The verification workflow
A step-by-step routine for proving that a case is real, says what you claim, and is still good law before it goes into anything you file.
Using more than one model
How to use smaller models for searching, the main session for gap checks, and a stronger model for review. Covers blind second reads, ambiguity handling, what multi-model review catches and misses, and cost caps.
Prompts that work
Four copy-ready prompts for a research memo, a citation check, an opposing-argument review, and a fact check against your record. Plus short rules for writing your own.
Staying current
How to use alerts, watch for rule changes, and re-check your authorities before every filing so you do not rely on stale law.
Limits, privacy, and ethics
What AI research cannot do, the AI rules courts and arbitrators may apply to you, how to protect private data, and when to get a lawyer or free help.
Templates
- Citation log
- Drafting checklist (a skill)
- Facts of record
- Project instructions (CLAUDE.md)
- Research agent
- Verified downloads manifest
Why this matters
This guide is for employees bringing a leave, disability, or retaliation claim, most often without a lawyer. If you are representing yourself, you will have to find and read the law on your own. An AI tool can make that faster and cheaper. It can also hand you a case that does not exist, and a judge or arbitrator will hold you responsible for it. This guide shows a method that keeps the speed and removes most of the risk.
This is general information, not legal advice.
What AI does well
Used with care, an AI tool is a fast assistant. It is good at four jobs.
- Finding leads. It can suggest search terms, statutes, and the kinds of cases that might help you. Treat every lead as a guess until you read the source.
- Reading fast. You can give it a long opinion or a stack of emails and ask for a summary, a timeline, or the passages that mention a topic.
- Organizing. It can sort documents, build a chronology, and keep a list of what you have checked.
- Drafting. It can turn your notes into a clear first draft that you then check line by line.
What AI does badly
The same tools fail in ways that are easy to miss because the output sounds sure of itself.
- Inventing cases. A tool can produce a case name, a court, a date, and a quote that look real and are not.
- Misstating holdings. A real case can be described as holding the opposite of what it holds, or as holding something it never reached.
- Confident gaps. A tool often answers a question it cannot answer. It rarely says "I could not find this."
- Stale law. A tool may not know that a case was overruled or that a rule changed.
The one rule
Never cite a case you have not read in full.
That means you opened the actual opinion from a trustworthy source, read it, and found the passage you rely on. A case name in an AI answer, a blog post, or another court's opinion is a lead. It is not a verified cite. Chapter 6 gives the steps.
Real consequences
Courts have already sanctioned or disciplined people for filing fake citations. The three decisions below were read in full for this guide.
Mata v. Avianca
In Mata v. Avianca, Inc., 678 F. Supp. 3d 443, 2023 WL 4114965 (S.D.N.Y. 2023), two lawyers and their firm filed cases that a chatbot had made up. They kept defending the filing after the court and the other side raised questions. The court found subjective bad faith and imposed a $5,000 penalty on the lawyers and firm jointly, and it required letters to the client and to each judge falsely named as an author. The court also said "there is nothing inherently improper about using a reliable artificial intelligence tool for assistance." But existing rules give attorneys a gatekeeping role to make sure their filings are accurate.
Park v. Kim
In Park v. Kim, 91 F.4th 610 (2d Cir. 2024), the Second Circuit referred a lawyer to its Grievance Panel. Her reply brief cited a nonexistent state case that ChatGPT had suggested, and she did not read or otherwise confirm it. The court said this fell well below the basic obligations of counsel. It then quoted Mata, the district court decision above, for this point. "A fake opinion is not 'existing law' and citation to a fake opinion does not provide a non-frivolous ground for extending, modifying, or reversing existing law, or for establishing new law. An attempt to persuade a court or oppose an adversary by relying on fake opinions is an abuse of the adversary system."
Matter of Julien v. Arthur
This one involves someone without a lawyer. In Matter of Julien v. Arthur, 2026 NY Slip Op 03308 (2d Dep't May 27, 2026), a self-represented father filed an appeal brief that cited a nonexistent case, apparently produced by AI. The court held that "the unverified usage of GenAI to draft an appellate brief containing false information constitutes frivolous conduct warranting the imposition of a sanction, even when the offending party is a pro se litigant." It imposed a $250 sanction. In setting that amount, the court noted that he cited one fake case rather than many, did not repeat the error, and accepted responsibility. It warned that future misuse could bring a greater sanction. This is a slip opinion, so check for the final published cite.
Not having a lawyer is not a defense. It may soften the penalty, but it does not remove your duty to check.
Court rules on AI
Courts are writing rules about AI. New York is one example. Its statewide policy, 22 NYCRR Part 161, took effect June 1, 2026. It says attorneys and parties should not be barred from using AI tools to prepare court papers, and should not be required to disclose that they did, because the duties that apply to every filing already apply. A court may adopt its own part rule on AI, and if it does, it is encouraged to use a model rule attached to Part 161. That model rule says a person who uses an AI tool must carefully review the paper and independently ensure it contains no fabricated or fictitious cases, statutes, or other material. Signing the paper certifies that the review was done, and a failure may bring a sanction. Whether your court has adopted a rule varies, so check your assigned judge's part rules.
Part 161 does not cover federal courts. Federal judges' standing orders vary, and arbitrators may set their own rules. Chapter 10 covers how to check yours.
How this guide is organized
| Chapter | What it covers |
|---|---|
| 1. What you need | A Claude plan, Claude Code, and a folder for each case |
| 2. The free law library | Free places to read cases, statutes, and rules |
| 3. Setting up your case folder | Instructions, facts file, evidence index, citation log |
| 4. Skills and agents | Reusable helpers and a research-agent template |
| 5. Search order and the source ladder | Which law applies and where to look first |
| 6. The verification workflow | How to prove a cite is real and says what you claim |
| 7. Using more than one model | Cheap models to search, a stronger one to review |
| 8. Prompts that work | Templates for research, checks, and review |
| 9. Staying current | Alerts, rule changes, re-checking before you file |
| 10. Limits, privacy, and ethics | What AI cannot do and how to protect your data |
What this method does not do
It does not replace a lawyer's judgment. It does not give you a paid citator. It does not make a bad cite impossible. It makes one detectable, because nothing counts as verified until you have read and saved the opinion. You stay responsible for everything you file.
Next: Chapter 1, what you need to get started.
Sources
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