Thank you for your kind note—I’m glad the program was useful, even if a bit unsettling. A healthy level of concern is exactly where most ethics guidance is trying to land lawyers right now.
Your hypothetical is a good one, and it’s a question I hear often.
Using fictitious names, entity titles, and addresses does meaningfully reduce the risk of disclosing client confidences, and that approach is generally far safer than inputting real identifying information into a public AI tool. From a confidentiality perspective, prompting an AI system with anonymized or fictionalized facts is one of the recognized risk-mitigation strategies.
That said, a few important cautions remain:
First, even when names and addresses are fictional, lawyers must be careful not to include other information that could indirectly identify the client or their matter—such as highly specific deal terms, uncommon structures, sensitive business strategies, or unique factual circumstances. Confidentiality is not limited to names alone.
Second, the output should be treated as a starting point only, much like a generic form pulled from a practice guide. You would still need to independently review, revise, and exercise professional judgment to ensure the operating agreement complies with applicable state law, reflects the clients’ actual intentions, and does not omit or misstate material terms. Over-reliance on AI-generated drafting without verification raises competence and supervision concerns.
Third, while anonymization reduces confidentiality risk, it does not eliminate other ethical obligations—particularly the duty of competence. If the AI-generated agreement contains errors, outdated law, or inappropriate provisions, responsibility for those deficiencies rests entirely with the lawyer, not the tool.
Finally, firm policies and client expectations matter. Some firms restrict the use of public AI tools altogether, and some clients may reasonably expect disclosure if AI is used in a material way in drafting core documents—even if anonymized. Those considerations should factor into the decision.
So, in short: your approach is far more defensible than using real client information, and many lawyers use a similar technique. But it should be paired with careful judgment, rigorous review, and compliance with firm policy and client expectations. AI can assist the process—but it cannot replace the lawyer’s role.
- Cari Sheehan