THE OKLAHOMA BAR JOURNAL 72 | MARCH 2026 Legal prompt engineering is frequently analogized to trial advocacy: Just as effective cross- examination depends on precise, progressive questioning, lawyers can guide AI tools through iterative dialogue to surface assumptions and test reasoning. This approach closely mirrors the Socratic method – using a series of focused questions to refine analysis rather than accepting a single conclusory response.5 Below are some practical steps you can take to accomplish this. Socratic Method Break tasks into smaller questions, treating AI interactions like cross-examinations. For example, instead of requesting a sweeping memo, first summarize contract provisions, then identify risks and finally outline strategies.6 Structured Prompting Frameworks Use frameworks such as CLEAR and ABCDE, which specify the AI’s role, jurisdiction, desired format and citation requirements. This approach transforms vague prompts into detailed instructions, improving reliability.7 Prompt Chaining Break complex analyses into sequential prompts using the output from one step as the input for the next.8 Citation and Verification Request citations with hyperlinks and verify them manually. Maintain an issues log to document errors and always double- check AI-generated case law for accuracy. Standardized Templates and Logs Develop templates for common tasks and maintain audit logs for accountability. SAFEGUARDING CONFIDENTIALITY AND OVERSIGHT Best practices for protecting client data and maintaining human judgment include maintaining a “do-not-enter” list of sensitive information, reviewing AI tool data retention policies and ensuring adequate access controls. Prompts should never include privileged or personally identifiable information; use pseudonyms and redaction as necessary. Human validation remains an essential safeguard. Lawyers must crosscheck citations, assess tone and confirm factual coherence as courts have reinforced the duty to verify AI-generated filings. Collaboration with technologists and continuous ethical training are also vital for responsible AI use. For a deeper discussion about a lawyer’s ethical obligations, see my December 2025 Oklahoma Bar Journal article, “‘It Is About Trust’: What an Oklahoma Magistrate Judge’s Order Teaches Us About AI, Advocacy and Professional Courage.”9 RECOMMENDATIONS FOR RESPONSIBLE AI USE IN LAW To mitigate risks and leverage AI safely, lawyers should: Ask for counterarguments and weaknesses in every AI output Frame questions neutrally, avoiding leading prompts Demand that AI identify assumptions and uncertainties in its responses Cross-check AI outputs with independent sources and traditional research Develop and use structured prompting frameworks and standardized templates Safeguard client confidentiality by anonymizing inputs and reviewing data policies Maintain audit logs of prompts and outputs for accountability Engage in continuous ethical training and collaborate with IT professionals CONCLUSION: AI COMMUNICATION AS LEGAL COMPETENCE Generative AI is transforming legal practice, offering new efficiencies but also introducing novel risks. Lawyers who fail to master effective AI communication risk producing inaccurate work, breaching confidentiality and facing professional discipline. By adopting structured prompting, diligent verification and ethical awareness, legal professionals can harness AI responsibly, protect client interests and maintain the highest professional standards. Understanding that AI is optimized for satisfaction first and correctness second is a critical step in using these tools responsibly. Ms. Bays is the OBA Management Assistance Program director. Need a quick answer to a tech problem or help solving a management dilemma? Contact her at 405-416-7031, 800-522-8060 or julieb@okbar.org. It’s a free member benefit. ENDNOTES 1. https://bit.ly/4twzz7b. 2. J. Schwartzberg, “AI Aims to Please You, but Don’t Let It.” Inc. https://bit.ly/4ah8L35. 3. https://bit.ly/3MpdS8o. 4. https://bit.ly/4kCGxU6. 5. https://bit.ly/4kDnfhd. 6. https://bit.ly/4qBAbFW. 7. https://bit.ly/405URuK. 8. https://bit.ly/4coxJis. 9. https://bit.ly/408SGGH.
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