AI and ML Lifecycle Forensic Risk Assessment
Mark E. S. Bernard, vCISO, CAIO, AI Governance Architect
AI Governance Specialist | Board /Executive Advisor | Fractional CISO /CAIO | Cybersecurity | RM Specialist
The Consumer Sees the Answer. The Enterprise Owns Everything Behind It.
Most people encounter artificial intelligence at the very end of a long journey. We open an application, enter a prompt, upload a document, call an API, or subscribe to an AI service. Seconds later, an answer appears. The interaction feels simple because almost everything that made the answer possible remains invisible.