I’m an enterprise AI leader i Canada focused on orchestrating value through institutionalized governance and adoption. I standardize how AI is evaluated, deployed, and measured so organizations realize material cost improvements, revenue impact, and reliability gains-with responsible guardrails. I lead portfolio-level adoption (AIOps/MLOps, LLMOps, observability, evaluation gates, human-in-the-loop) and embed repeatable frameworks. My background spans telecom/media and enterprise technology across multi-shore delivery, with an emphasis on scaling value beyond one-off pilots.
Articles By This Author
AI Governance Theater: When Policies Exist But Nothing Actually Changes
There’s a pattern I see repeatedly. A company shows me their AI governance framework. Glossy presentation. Ethical principles. Risk assessment templates. A committee that meets quarterly. Then I ask three questions: When was the last time this framework stopped an AI deployment? Who has the authority to kill a model in production? What happened the […]
Leveraging AI Technology: Transforming Telecom Operators for the Future
In the dynamic landscape of telecommunications, operators face numerous challenges, including increased customer demands, network complexity, and operational efficiency. Artificial Intelligence (AI) technology offers promising solutions to address these challenges and unlock new opportunities. By harnessing the power of AI, telecom operators can enhance network performance, optimize operations, deliver personalized customer experiences, and drive innovation. […]