Drafting Supervision Lab

Purpose

This exercise helps participants understand that AI-assisted drafting is not finished work. It is supervised work.

Participants review an AI-generated legal draft as if it were prepared by a junior colleague. They do not simply edit for grammar or polish. They identify legal claims that must be verified, factual assertions that require support, missing elements, strategic misalignment, tone problems, unsupported citations, overconfident conclusions, and places where the draft should be reframed or rejected.

The point is not to make the AI draft “sound better.” The point is to practice the lawyer’s supervisory role: deciding what can be used, what must be checked, what must be revised, and what cannot responsibly move forward.

Learning Goals

By the end of this exercise, students should be able to:

1. Review an AI-generated legal draft for accuracy, completeness, authority support, tone, and strategy.
2. Distinguish between surface-level editing and substantive legal supervision.
3. Identify legal and factual claims that require independent verification.
4. Recognize missing elements, unsupported assumptions, overgeneralized language, and conclusions that exceed the provided facts.
5. Revise or annotate a draft in a way that makes the next step clear.
6. Explain whether the draft is ready for a supervisor, client, or court, and what must happen first.

Materials

• An AI-generated legal draft, such as a client email, research memo excerpt, demand letter, motion section, internal strategy note, or contract clause explanation.
• The prompt or assignment that generated the draft, if available.
• A short fact pattern or source packet that students can use to check whether the draft stays within the record.
• A supervision checklist organized around five lenses:
  • Accuracy.
  • Structure.
  • Authority hygiene.
  • Tone.
  • Strategy.
• Optional instructor materials: annotated model draft, sample redline, verification checklist, revised version, or debrief slide.

Setup

This exercise works best after participants have been introduced to the idea that prompting and editing are forms of supervision.

Before beginning, participants should understand that AI can help with outlines, headings, argument roadmaps, rewrites, tone calibration, plain-language explanations, and revision checklists. They should also understand that AI commonly needs lawyer intervention when it omits required elements, hides uncertainty, overgeneralizes, uses inconsistent terminology, or produces generic language that does not serve the client’s objective.

The instructor should frame the exercise around accountability. The question is not “Is this draft pretty good?” The question is: “What would you need to check, change, or reject before your name, your supervisor’s name, your client’s interests, or a court filing depended on it?”

Run of Show

Total, approximately 30–45 minutes

1. Frame the task Explain that participants are supervising an AI-generated draft. They should read it as a lawyer reviewing work product, not as a reader evaluating style alone.
2. Read for first impression Participants read the draft once and identify what the AI did well. This matters because the exercise is not about rejecting AI output reflexively. It is about determining what is useful and what remains risky.
3. Apply the five supervision lenses Participants review the draft using five lenses. Accuracy: are the legal and factual claims correct? Are any facts invented, assumed, exaggerated, or unsupported? Structure: does the draft flow logically? Are required elements present? Is anything missing without explanation? Authority hygiene: what needs independent verification? Are citations real? Do the cited authorities support the propositions? Are unsupported assertions presented as law? Tone: does the draft fit the audience? Is it credible to a judge, clear to a client, or appropriate for a supervising attorney? Strategy: does the draft serve the client’s objective? Is the posture correct? Does it address risk, remedies, next steps, or practical consequences?
4. Mark the draft Participants annotate the draft with labels: Check, Revise, Verify, Reframe, Reject. Each label should identify the reason for the intervention.
5. Create a supervision note Participants write a short note to the “drafter” or supervising attorney explaining the three most important changes needed before the draft can move forward.
6. Debrief Class discussion focuses on the difference between editing and supervision. What problems were easy to see? What problems were hidden by fluent writing? What could be fixed with revision, and what required independent research or legal judgment?
7. Submission or reflection Participants submit the annotated draft or a short supervision memo identifying what must be checked, revised, verified, reframed, or rejected.

Student Instructions

Instructor Notes

The teaching value of this exercise comes from distinguishing polish from readiness.

AI-generated drafts often sound fluent before they are legally safe. Students may initially focus on tone, grammar, or organization. Push them toward the deeper supervision questions: Is the law right? Is the authority actually supporting the sentence? Did the draft assume facts? Did it omit an element? Does it fit the procedural posture? Would this advice serve the client’s objective?

A useful framing is to treat the AI draft like work from a smart but inexperienced junior colleague. Some parts may be helpful. Some parts may be close. Some parts may be dangerously confident. The lawyer’s role is to supervise, verify, revise, and decide what can move forward.

Common issues to watch for:

• Participants may focus on writing style instead of legal accuracy.
• Participants may assume a citation is reliable because it looks formal.
• Participants may miss unsupported factual assumptions.
• Participants may overlook missing elements or defenses.
• Participants may accept overconfident conclusions because the prose is smooth.
• Participants may fail to adjust tone for the audience.
• Participants may revise language without asking whether the underlying strategy is sound.

Strong participant work usually shows:

• Attention to both substance and presentation.
• Clear distinction between what can be edited and what must be verified.
• Identification of missing facts, missing law, or missing procedural context.
• Recognition that a draft may be useful without being ready.
• Specific notes explaining what should happen next.
• Professional judgment about whether the draft is appropriate for a supervisor, client, or court.

Adaptation

Here are some suggestions on how to adapt this in other teaching contexts. The adaptations below have been limited to firm trainings and asynchronous suggestions, but there are other possible adaptations for workshops, seminars, and other contexts. Be creative!