Decide Which AI Projects to Fund, Pilot, or Kill

Andra Vaduva builds and teaches AI decision systems that help leaders evaluate workflows, model ROI, prioritize AI investments, and decide what to fund, pilot, or kill.

She has taught 70,000+ business professionals, created the AI for Managers by Microsoft + LinkedIn learning path, and teaches practical AI at Brown University.

Her work spans mid-market and enterprise AI across airlines, finance, pharma, transportation, manufacturing, hospitality, and professional services. She created AI Decision Architecture and applies it to real workflows, prototypes, ROI models, architecture maps, and implementation plans.

She is an MIT graduate applying product strategy and venture building to real-world AI systems, a Fast Company Impact Council member, and a Georgia Tech guest lecturer, Fall 2026.

Celene Osiecka is an AI strategist, transformation leader, and educator focused on helping organizations achieve measurable results from AI.

As Head of CXM Product, AI & Transformation at Conduent, she leads AI strategy, adoption, customer experience modernization, and enterprise transformation initiatives.

With 20+ years of experience across AI, automation, customer experience, and operations, she has worked with organizations in financial services, healthcare, aviation, education, and BPO.

Celene is also the founder of Women Do AI and has trained thousands of professionals in generative AI, helping leaders identify opportunities, measure impact, and drive successful AI adoption.