Artificial intelligence tools are appearing inside everyday workplace software at a pace faster than most organizations have experienced with previous technological transitions.
Features capable of drafting documents, summarizing research, generating marketing content, and assisting with analysis are increasingly embedded in tools that professionals already use.
As a result, employees may begin experimenting with AI-assisted workflows before leadership has had an opportunity to consider the broader responsibility implications.
MAGRS describes this situation as the AI Governance Gap.
This gap emerges when:
This pattern is natural during early technology adoption, but it can create uncertainty regarding responsibility for AI-assisted work.
The purpose of the Marshall AI Governance Readiness Standard is to encourage organizations to reflect on this issue early rather than waiting until AI-assisted workflows become invisible within everyday operations.
Artificial intelligence may assist human decision-making, but responsibility always remains with humans.
Organizations that adopt AI thoughtfully are more likely to maintain clarity of responsibility as these technologies continue to evolve.
MAGRS encourages organizations to remain aware of how artificial intelligence tools influence professional work and to maintain human oversight of AI-assisted outputs.
Future governance briefings will continue to explore practical considerations for organizations navigating the evolving landscape of artificial intelligence.
Marshall AI Governance Readiness Standard (MAGRS)
Version 0.2 — Founder Phase
© Richard Marshall — Lexington, Kentucky