Deployment and Iteration: After the model has been validated and meets the desired performance criteria, it can be deployed in real-world applications.
Need help building ethical AI into your governance and audit work? Explore our AI Audit services and AI Consultancy offerings, or book a free consultation. You may also find our AI governance guide for auditors useful.

Cynthia Merhej, CPA, CISA, AAIA
Founder of AIKit LB · Beirut, Lebanon
Cynthia is an AI advisor, auditor, and educator with 15+ years of experience across the Middle East and Eastern Europe. She holds a Master's in Artificial Intelligence and certifications in CPA, CISA, AAIA (Advanced in AI Audit), ISO 9001 & 27001 Lead Auditor, and IT Specialist in AI. Through AIKit LB she helps organizations adopt AI responsibly through governance, audit, and certified training.




