Effectively Scale AI LLM costs can quickly spiral out of control when scaling. Compute and Infrastructure Ability to monitor and control API fees and infrastructure costs. User-to-LLM interactions can be risky and may not fully protect sensitive data. Privacy, Security, and Compliance Usage controls and content moderation. Choice and Tech Dependencies Ethics and Trust Reliable, Consistent Results Gen AI landscape is moving very quickly, with a growing choice of models, services and providers. Agility to switch from one AI service to another and avoid lock-in. Regulations and policies are becoming a must-have with any use of this tech. Governance, risk assessment, and process visibility. GenAI applications can behave unexpectedly. Ways to ensure quality and performance of GenAI-powered applications. NEED NEED NEED NEED NEED