Meltem Oktay is an AI & Data Consultancy Lead and AI Workforce Architect at Koalitix. Over the past decade, she has worked across organizations ranging from startups to global enterprises, designing data platforms, analytics infrastructures, and AI-driven operational systems. Her experience spans companies such as Vodafone, Studyportals, and multiple enterprise consulting environments where she has led the architecture of modern data stacks and AI implementations.

Through this work, she observed a recurring pattern: organizations invest heavily in data and AI technologies, yet the systems often struggle to reach real adoption. Her work focuses on the architectural and organizational changes required for AI to move beyond experimentation into reliable operational systems.

Meltem advocates for a model where AI systems are built with transparent input, prompt, and output structures and embedded within business domains, allowing teams to understand, govern, and safely adopt AI as part of their everyday operations.