AI Use Disclosure

I advise organizations on AI readiness and governance every day, so I believe in being transparent about how AI is used in my own work. This disclosure explains where AI tools play a role on this website and in my services, and where they do not.

The ideas, frameworks, opinions, and professional experience described on this site are Suha’s own. AI tools may be used to assist with drafting, editing, image preparation, or website development, but every page is reviewed and approved by Suha before publication. AI-generated text is never published without human review.

Analysis, recommendations, and deliverables provided to clients are developed by Suha and reflect her professional judgment. AI tools may support research, synthesis, or drafting during an engagement, but they do not make recommendations or decisions on their own, and client-confidential information is not entered into AI tools without appropriate safeguards and, where required, client agreement.

Information you submit through this website’s forms is used to respond to your inquiry. It is not used to train AI models, and it is not submitted to third-party AI services.

In line with the guidance I give clients: AI should be inventoried, governed, and owned by accountable people. If you have questions about responsible AI use in your organization, that is exactly the work I do, and I am happy to talk about it.

AI tools and practices evolve quickly. This disclosure will be updated as my use of AI changes. The “Last updated” date at the top of this page reflects the most recent revision.