Leading Questions: How to Prompt AI for Legal Work
Every prompt from the session is on this page, in the order we use them. Tap the copy button, paste it into whatever AI tool you already use, and edit from there.
Presented at Nashville Bar Association AI Institute, 11 November 2026
Round 1: What will it have to guess?
Run this prompt as written. Before you do, list every decision the tool will have to make on its own: the jurisdiction, the posture, whose side it is on, which sources it uses, who the answer is for, and how confident to sound.
Can my client enforce a non-compete against a former employee?
Then ask it to show its work:
What did you assume in order to answer that? List every assumption about jurisdiction, facts, posture, and sources.
The five parts of a legal prompt
A quick question can carry two of these in a sentence. A prompt whose answer will end up in a filing or a client communication needs all five.
- Context: the facts, the procedural posture, whose side you are on, and what stage the work is in
- Task: the specific deliverable, stated with a verb
- Authority and limits: jurisdiction, court level, date range, source types, and what the tool should not assume
- Output: format, length, and who will read it
- Check: how the answer has to come back so you can verify it
Fill-in template
I represent [whose side] in [type of matter]. The key facts are [facts]. We are at [stage or posture]. [Task verb: identify, compare, draft, summarize] [the deliverable]. Apply [jurisdiction] law, starting with [the controlling authority type] regardless of date, and limit sources to [source types or date range]. Do not assume [anything the tool should not fill in]. Organize the answer as [structure], under [length], for [reader]. For each authority, give the full citation and quote the sentence that supports the proposition. If you cannot point to a retrievable source, say so instead of citing. List any fact you used that I did not give you.
One research question, rebuilt
The same question at three levels. The facts are fictional.
Weak
Is a non-compete enforceable?
Better
Is a two-year non-compete enforceable against a sales manager in Tennessee? Cite cases.
Strong
I represent the employer in a Tennessee non-compete dispute. Facts: a sales manager at an HVAC distributor signed a two-year non-compete with a 100-mile radius, resigned last month, and joined a direct competitor. We are evaluating a motion for a temporary injunction in Davidson County Chancery Court. Identify the standard Tennessee courts apply to decide whether a non-compete is enforceable, starting with controlling Tennessee Supreme Court authority and any governing statute, regardless of date. Then identify Tennessee Court of Appeals decisions applying that standard to sales employees. Distinguish binding from persuasive authority and label any unpublished opinion as unpublished. Include the strongest authority against enforcement. Organize the answer as: the rule, the factors, key cases with one-sentence holdings, and open questions. For every case, give the full citation and quote the sentence that supports the proposition. If you cannot point to a retrievable source, say so instead of citing.
One drafting request, rebuilt
Weak
Write an email to my client about the settlement offer.
Strong
Draft an email from me to my client, [name], who owns two restaurants in Nashville and is not a lawyer. At mediation yesterday, the landlord offered [amount] and a lease termination date of [date] to resolve our dispute over [unpaid common area maintenance charges]. The offer expires [date]. Explain the offer in plain language, then set out three options (accept, counter, or decline and proceed) with the main tradeoff of each in two or three sentences. Do not recommend an option; I will add my recommendation. Do not add facts, figures, or deadlines that are not in this prompt, and put a bracketed placeholder anywhere you need one. Keep it under 300 words, warm and direct, matching the tone of this sample from an email I sent this client earlier: [paste two or three sentences].
When the prompt is longer than the email
A prompt this detailed can take longer to write than the email itself. When it does, write the email yourself and have the tool conform it to emails you have already sent. Every fact in the draft is then yours, and the tool is only adjusting tone and length.
Edit the email below to match the tone and length of the two sample emails that follow it. Keep every fact, figure, date, and commitment exactly as written and add nothing. Show me the edited email, then list each change you made. Email to edit: [paste] Sample 1: [paste] Sample 2: [paste]
Round 2: Rebuild and compare
Pick one track. Rebuild the weak prompt using the five parts (the fill-in template above is there if you want it), then run the weak and the rebuilt prompts in two separate new chats so the second does not inherit the first. Note one thing that changed in the answer and one thing you would still need to check.
Research track
Fictional facts: your client hired a contractor for a $60,000 kitchen remodel at her home in Williamson County, Tennessee, and paid a $15,000 deposit. Six weeks in, with the cabinets out and the new ones not ordered, the contractor stopped returning calls and has not come back. She has since learned he does not appear to hold a state contractor’s license. She wants to know what claims she has and what she can recover.
What can my client do about a contractor who walked off the job?
Drafting track
Fictional facts: you represent the defendant in a breach of contract case in Davidson County Circuit Court. Your client’s responses to the plaintiff’s first interrogatories and requests for production are due 20 November. Your client’s records custodian is out for three weeks, and you need 30 more days. You have not asked opposing counsel for an extension before, the relationship has been cordial, and you want the agreement confirmed in writing.
Write an email to opposing counsel asking for an extension.
Round 3: Push back
Take the answer from Round 2 and run two follow-ups: one that narrows, and one that pushes back or tests the reasoning. Watch whether the answer improves, holds its position, or simply agrees with you.
Narrow
Limit this to published Tennessee appellate decisions and any governing statute. Drop everything else.
Focus only on [one issue from the answer] and go deeper on it. Push back
What is the strongest argument against your conclusion?
Opposing counsel will rely on [case or argument]. How does that change your answer? Test the reasoning
Which proposition in your answer are you least confident in, and why?
Quote the language from the source that supports your second point.
Start over
When a long thread has anchored on an early wrong turn, open a new chat and write a better first prompt using what the first round taught you. It usually takes less time than correcting the thread one reply at a time.
Ask in neutral terms
These tools tend to agree with the person asking, so a leading follow-up gets a leading answer. “Assess whether this standard applies to sales employees” asks for analysis, while “Isn’t it true this standard doesn’t apply?” asks for agreement. Push back with a reason or a source, and ask for the source in return. If the answer flips with nothing new behind it, neither version has been checked.
Build the check into every prompt
Add any of these to the end of a prompt. They make the answer faster to check, and the checking still belongs to you: open the source and read it.
For each authority, give the full citation and quote the sentence that supports the proposition.
If you cannot point to a retrievable source, label it UNVERIFIED instead of citing it.
Separate what the sources say from your own analysis.
List every fact or assumption you used that I did not give you.
Tell me which part of this answer you are least confident in.
Before you use the “improve prompt” button
Many tools will rewrite your prompt with one click. The rewrite often reads better, and it can also add a role, pick a jurisdiction or drop yours, set a format and length, soften your limits, or answer a slightly different question. Read the rewrite before you run it, and ask:
- What did it add?
- What did it drop?
- Is it still asking my question?
Put back any fact, limit, or check it removed, and use the rewrite the way you would use a colleague’s edit of your draft.
Before you hit enter
- Did I tell it where, who, what posture, and whose side?
- Did I tell it what to hand back, and how I will check it?
- Did I read what came back, and what the button changed?
More prompts for other work
The prompts above are built for practice. These are starting points for real work, adapted from prompt libraries I have built with law firms. Fill in the brackets and edit them to fit your matter. Several assume you are attaching documents, so use those only in a tool your firm has approved for client material, and verify what comes back the way the session showed.
Build your own
I want a prompt I can reuse across matters for this task: [two or three sentences on the task, who handles it, and what they start with]. The result should come back as [a table, an outline, a one-page memo]. Require a source document and page for each factual statement, rule out any fact or authority I have not supplied, and require a plain statement whenever the material does not support a conclusion. Use bracketed placeholders for anything that changes from matter to matter. After the prompt, list three things someone should check before relying on what it produces.
Litigation
Get up to speed on a large record
I’m getting up to speed on a [type] case. The attached documents are [party]’s production. We represent [client], and the dispute comes down to [one sentence]. Give me four things: a one-page overview of what the production covers; the key people and the role each plays; a chronology of significant events, each tied to the document it comes from; and the five documents I should read first, with a reason for each. Cite the document by filename and date for every factual statement. Where a document is unclear or the set looks incomplete, tell me so and leave the gap open.
Summarize a deposition by issue
Working only from the attached transcript and interrogatory answers in this [type] matter, write a summary for the lead attorney organized by issue: admissions bearing on [the issue]; testimony that may conflict with the interrogatory answers; topics that need follow-up; and any other significant testimony. Give the page and line for every point. If the record does not support a conclusion, say that. Before calling anything an inconsistency, identify both statements.
Red-team your own brief
Take the role of opposing counsel answering our attached motion for summary judgment. Tell me the three arguments in our motion most likely to fail, and why; the strongest authorities against us among the attached cases, with pinpoint cites; any statement of fact a court might read as misleading, quoting the record passage behind it; and the three hardest questions a skeptical judge would ask at argument. Don’t soften it. Use only authority found in the attached materials.
First draft of discovery requests
Prepare first-draft requests for production to [party] in the attached case. Each request should trace to a claim or defense in the attached complaint and answer. Borrow the style, structure, and definitions from our attached prior set. Since the case is in [court], apply [applicable rules] to scope and format. Give me [n] requests grouped by topic, each followed by a one-line note naming the allegation or defense it supports. Mark any request with thin support in the pleadings, and leave out anything unconnected to the pleaded claims.
Map the argument before drafting a motion
I’m preparing a motion to [relief]. The only sources of fact are the attached pleadings and record excerpts, and our attached prior motion on the same issue is the model. Before any drafting, lay out the argument as a matrix with one row per proposition and columns for the supporting record cite, the governing authority (taken from the prior motion only), the counterargument to expect, and anything unresolved. Follow the matrix with a proposed outline. No prose yet, and no authority that isn’t in what I attached. Pull deadlines from a scheduling order
From the attached scheduling order in [court], pull every deadline and every provision that triggers a date. For each one, list the event; the date, or the rule for calculating it when it runs from another event (for example, responses due 14 days after service); the order’s exact language, quoted; and a short title I could use for a calendar entry. Put it in a table in date order. Where a deadline depends on a local rule and not on the order itself, mark it “VERIFY: local rule” and do not guess. A citation pass before filing
Before I file the attached draft, help me plan my cite check. Make a list of every authority cited. Next to each, note what the draft uses it for and quote the draft sentence that depends on it. Mark any citation where the quotation or the way the source is described needs a side-by-side comparison with the original. Your job is to point me to what needs checking; whether each citation holds up is my call.
Practice and writing
Turn a call into a note, a task list, and a recap
Turn the attached call notes into three pieces: a dated matter note, in plain language, of what was discussed and decided; an action list giving each item an owner and a due date, marking any owner or date you had to infer; and a recap for the client of no more than 150 words in [describe your firm’s tone], which I will review before it goes out. Use nothing that is not in the notes. Check bills against client guidelines
Compare the attached draft billing entries against the client’s attached outside counsel guidelines. Flag each entry that may run afoul of the guidelines, such as block billing, vague descriptions, non-reimbursable expenses, or the wrong task code, and propose compliant wording for each one. Leave every hour and dollar amount untouched. Return a table with four columns: entry, issue, guideline provision, and suggested fix.
Describe your writing voice, once
Below are eight samples of my professional writing. Describe how I write in concrete terms: sentence length, level of formality, how I open and close, phrases I use often, and things I never do. Make the description specific enough that I can paste it into future prompts and get drafts that sound like me.
Questions about any of this, or interested in a session for your organization? Email me at emily.pavuluri@vanderbilt.edu, or learn more about the Vanderbilt AI Law Lab at ailawlab.org.