Mariia-Malika Bahnenko is a Product Manager at YouScan. She is a consultant, strategist, and writer specialising in user experience (UX) and human-AI collaboration.
Based in Ukraine, Mariia-Malika focuses on probabilistic UX design for AI, creating strategic frameworks that help product teams balance technical automation with user transparency and trust.