TLDR Data · OPINIONS & ADVICE

CONFIGURING AGENTIC AI ANALYTICS: FROM FREE-TEXT-TO-SQL TO MODEL CONTEXT PROTOCOL

eckerson.com21 min read

Summary from the TLDR Data newsletter

AI analytics can fail when agents generate free-form SQL against inconsistent warehouse metadata. Governed systems should route repeated questions through verified semantic-layer tools, parameterized calls, and explicit refusal paths, reserving open-ended SQL for cases humans can inspect. Maintaining definitions is the hard part regardless of model upgrades.