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Oracle AI and Analytics

Pawan Gupta Deloitte · 2026-10-25T21:23:20+00:00

* Problem: Agents are being pointed at data nobody has vetted for completeness, freshness, or meaning, and the failures show up as wrong answers in front of business users. * Concept: An automated readiness score per data product (documentation coverage, ontology mapping, quality test pass rate, freshness, lineage…

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AI-Readiness Certification for Data Products

Pawan Gupta Deloitte

Problem: Agents are being pointed at data nobody has vetted for completeness, freshness, or meaning, and the failures show up as wrong answers in front of business users.
Concept: An automated readiness score per data product (documentation coverage, ontology mapping, quality test pass rate, freshness, lineage completeness, access policy). Agents in Agent Studio can only bind to products above a configurable threshold, and the platform flags what to fix to reach it.
Why urgent: It acts as a production gate, which is the first thing risk and audit teams ask for before approving agentic workflows.

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