Spice AI helps enterprises make operational, analytical, and streaming data ready for AI applications and agents. The platform provides SQL federation and acceleration, hybrid keyword and vector search, embedded AI inference, real-time change data capture, distributed queries, MCP server capabilities, secure AI sandboxing, and observability. Spice AI offers open-source deployment locally or at the edge, as well as a fully managed cloud platform, serving organizations such as messaging, cybersecurity, healthcare, financial services, and SaaS companies.