Michael Ni

Enterprises have spent billions on data, analytics, and artificial intelligence (AI). The bottleneck and industry focus are no longer technology but decision-making. Decision velocity, defined by how fast and effectively an organization can sense, decide, act, and learn to…

About This Constellation ShortList™ The embedded analytics platform for cloud applications market has evolved: vendors must now deliver governed, metric-rich decision content—not just dashboards—directly within enterprise applications and workflows. Increasingly, vendors…

About This Constellation ShortList™ Multicloud BI platforms deliver real-time, AI-driven insights across diverse data sources, enabling organizations to avoid vendor lock-in, bring analytic workloads to the appropriate centers of data gravity, and ensure consistent cross…

About This Constellation ShortList™ As AI becomes embedded in enterprise decision-making, organizations are moving beyond predictive and diagnostic model development to tools to build AI Applications that support decision automation that is trusted, explainable. The…

About This Constellation ShortList™Embedded analytics has evolved into a critical enabler of data-driven decisions, operational intelligence, and AI-powered experiences across the modern enterprise. Once the domain of SaaS vendors and OEM use cases, embedded analytics is now…

About This Constellation ShortList™ The era of dashboards is ending. Forward-looking analytics and BI platforms are evolving into decision intelligence system designed not just to visualize data, but to interpret, explain, and act on it. These GenAI-infused platforms…

About This Constellation ShortList™ As organizations scale analytics and AI, they face new pressure to go beyond data access—to ensure data is findable, trustworthy, and used in ways that are consistent and compliant. The rise of domain-owned data products, real-time…

Enterprise data strategy is entering a new phase'sone that demands faster delivery, unified governance, and scalable artificial intelligence (AI) integration. The March 2025 launch of the next generation of Amazon SageMaker by Amazon Web Services (AWS) reflects this shift, by…