Tarra Bantwal

Tarra Bantwal focuses on AI risk and strategy in high-stakes environments—where failure is not theoretical and the cost of error is operational, financial, or human. Her work centers on identifying failure modes, exposing hidden risk, and structuring systems to remain reliable under real-world pressure.In a landscape where AI governance is often applied without a grounded understanding of how risk actually manifests, Tarra brings a practical, systems-level perspective shaped by experience across healthcare, financial services, and operations. She focuses on where risk is most often missed—at the point of use—where human behavior, time constraints, and incentives distort how AI outputs are interpreted and acted upon.Her approach prioritizes risk visibility, precise classification, and actionable mitigation—ensuring systems are not only compliant, but defensible and resilient when it matters most.Tarra has completed advanced AI studies at University of Oxford (Saïd Business School), University of Pennsylvania (Wharton), Stanford University, and Johns Hopkins University