The COUNSEL Framework is a model compliance policy for the responsible use of artificial intelligence in legal practice, authored by Attorney Matthew A. Mishak. COUNSEL is an acronym that stands for Confidentiality, Oversight, Understanding, Notification, Scrutiny, Equity, and Lifetime Learning — seven guiding principles mapped directly to the ABA Model Rules of Professional Conduct.
Law firms, general counsel, and legal operations teams use the COUNSEL Framework to operationalize AI governance: integrating it into engagement letters, supervision policies, vendor due diligence, billing practices, and continuing legal education. Each principle includes specific rule citations, practical guidance, and an actionable checklist.
Built upon the ABA Model Rules of Professional Conduct and emerging best practices, the COUNSEL Framework helps legal professionals navigate the complex landscape of AI-assisted legal services while maintaining the highest ethical standards.
The difference between managed and unmanaged AI in legal practice

Model compliance policy for responsible AI use in legal practice

A comprehensive approach to responsible AI integration in legal practice
When Using AI & LLM Outputs
Of Junior Attorneys or Legal Systems
Technology (AI/LLM) Competence
Notify Clients About AI Assistance
Scrutinize AI-Generated Work
Fairness in Outcomes & Billing
Continuous Education & Development
When Using AI & LLM Outputs
Protecting client confidential information when using AI tools and managing outputs responsibly.
Of Junior Attorneys or Legal Systems
Maintaining proper supervision of AI systems and junior attorneys using AI tools in legal practice.
Technology (AI/LLM) Competence
Developing and maintaining competence in AI technology to fulfill professional responsibilities effectively.
Notify Clients About AI Assistance
Communicating transparently with clients about the use of AI tools in their legal matters.
Scrutinize AI-Generated Work
Thoroughly reviewing and verifying all AI-generated work product before use or submission.
Fairness in Outcomes & Billing
Ensuring fairness in AI use, preventing bias, and maintaining reasonable fee structures.
Continuous Education & Development
Committing to ongoing education about AI technology and its evolving role in legal practice.
The COUNSEL Framework provides a comprehensive roadmap for law firms and legal professionals to responsibly integrate AI technology while maintaining ethical standards and regulatory compliance.
Successful implementation requires commitment from all levels of the organization, from leadership establishing clear policies to practitioners following best practices in their daily work.
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