Spice AI

What Spice AI is

Spice AI sits between your data and the applications using it. It offers composable building blocks with SQL federation across sources and query acceleration, so analytical and AI features can query data where it lives without a full migration.

What you can do with it

• Query several sources through one SQL layer
• Accelerate repeated analytical queries
• Combine data with model components
• Build AI features over existing data
• Manage access centrally

Who it is for

• Developers and data teams
• AI product teams needing fast queries
• Business analysts working across systems

What to watch out for

• Query federation across systems means permissions must be enforced at every source, not just at the federation layer
• Acceleration caches data, so confirm what is cached and for how long
• Cost and quota planning matters before production use
• Confirm what happens when an upstream source is unavailable mid-query