I work with professional services firms to define task weight, decision authority, and liability boundaries before introducing AI or workflow automation.

Many organizations focus on tools. Few clarify which responsibilities can be supported, and which remain human-owned.

My work helps leadership teams:

• Distinguish drafting from sign-off
• Map task-level risk inside roles
• Identify non-transferable accountability
• Evaluate automation claims against firm structure
• Protect apprenticeship and succession pathways

Automation changes task volume.
It does not automatically transfer responsibility.

Based in Northern Virginia, I support law firms, advisory firms, and other high-trust operating businesses preparing for AI integration.