Digital Deification

Nov 2, 2026 · Artificial Intelligence

Why Traditional Data Trust Fails Decision-Making AI: The Missing Semantic Layer

The article argues that conventional data trust systems — focused on physical integrity like quality rules, lineage, and security — are insufficient for AI-driven decision-making; enterprises need a three-layer framework adding semantic trust (machine-readable business ontologies) and reasoning trust (confidence tags, circuit breakers) to align data with business logic for reliable AI reasoning.