Hosted by Daria Marinescu & Dragos Bogdan Toma
About Daria Marinescu & Dragos Bogdan Toma
Dragos is a Startup Quality Advisor and product leader specialized in scalable delivery, operational excellence, and AI-enabled growth. Founder of QAA, he helps founders and leadership teams transform functioning products into scalable business engines through quality audits and AI agentic automation. With over 19 years of experience across Fortune 500, big tech, startups, and public institutions, Dragos brings a rigorous, execution-first approach to scale readiness, operational maturity, and sustainable growth.
Daria Marinescu works with founders, SME leaders, and executive teams to turn AI from experimentation into operational leverage. With 20 years of experience across data, marketing, product, and go-to-market leadership, she helps organizations design how AI enters the business — through operating models, decision systems, and real workflows — so growth remains measurable, responsible, and aligned with how the company actually runs.
About the topic
Everyone is told to “use AI,” yet few companies see real business impact. Tools multiply, experiments stall, and scalability remains fragile.
In this workshop, Dragos and Daria move beyond hype to address the real question: how AI fits into the business model itself. Through structured analysis, real-world case studies, and practical frameworks, participants learn where AI creates leverage, how to evaluate ROI, and when to move from human augmentation to automation and AI agents.
This session is not about doing more with AI.
It’s about building businesses that scale — clearly, sustainably, and intentionally.
