AI-Ready Data Is Not Decision-Ready AI

About Our Contributing ExpertDominika Michalska | Product Manager; AI Operations, Safety, & Governance SystemsDominika Michalska works at the intersection of AI, product, and real-world decision-making. She is a Product Manager with five years of experience building AI products and systems, including LLM and GenAI products in an AI-native startup, and AI solutions for YC companies and enterprise clients across medtech, biotech, agriculture, computer vision, and LLM-based products.Her work focuses on trust-critical AI systems where AI does not just generate outputs, but shapes decisions, workflows, and organisational judgment. Through her Trust-Critical AI newsletter, she explores how to make uncertainty visible, preserve human oversight, and keep AI-assisted decisions traceable and accountable.Dominika’s perspective is shaped by a background in journalism and communications, with a focus on information and technology’s influence on society and organisations, as well as hands-on experience in user experience and research.