In the enterprise, if an agent hallucinates a price or exposes a private contract, the "speed of decision" becomes a liability, not an asset. We want autonomous agents, but we are feeding them messy, incomplete, and incoherent data. This roundtable will debate the "trust gap": the distance between what your model can do and what your data infrastructure allows it to do accurately and safely. Pinecone CEO Ash Ashutosh will lead a discussion on how your AI actually "knows" your business and what it takes for you to trust it in production.