Staige is said to enhance data quality by utilizing diagnostics and remediation for incomplete, corrupt, or unreliable data. It provides connectors to AI infrastructure companies such as ChatGPT, Hugging Face, expert.ai, and Amazon SageMaker, with upcoming support for Microsoft Fabric and vector databases. Qlik Analytics AI Assistant answers questions with relevant text and visualizations in ten languages. A new set of Native AI capabilities includes new analysis types for auto-generating the best visualizations, natural language insights, and dashboards. Key driver analysis is performed through built-in predictive analytics, and AI-assisted script generation allows users to easily create Qlik expressions using natural language. AI-generated insights interpret and summarize findings directly within the dashboard. Additionally, a Generative AI Support Chatbot, built with Ada, is designed to quickly answer questions and streamline resolutions