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Oracle Communities

Oracle AI and Analytics

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

* Problem: “DSO,” “OTIF,” or “committed spend” is calculated differently in every dashboard, spreadsheet, and agent prompt, so AI answers contradict finance reports. * Concept: A registry of certified metrics tied to ontology concepts, with one owner, one definition, and one query path. BI tools, notebooks, and agents (via…

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Governed Metric Layer (Certified KPIs as Data Products)

Pawan Gupta Deloitte

Problem: “DSO,” “OTIF,” or “committed spend” is calculated differently in every dashboard, spreadsheet, and agent prompt, so AI answers contradict finance reports.
Concept: A registry of certified metrics tied to ontology concepts, with one owner, one definition, and one query path. BI tools, notebooks, and agents (via MCP) all resolve metrics through it, and any definition change is versioned with downstream impact shown.
Why urgent: Conflicting numbers are the fastest way to lose executive trust in AI, and a fix delivers visible value quickly.

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