EPISODE · May 1, 2026 · 5 MIN
Data Governance Is Not a Compliance Function. Stop Treating It Like One.
from TheModernCDO · host Richard Muirhead
Most enterprise data governance programs are failing — not because of bad policy or weak tooling, but because of a single structural mistake: they were designed as compliance functions. Richard Muirhead makes the case that governance-as-compliance is an AI delivery bottleneck that no technology investment can solve, and lays out the organizational moves that fix it.In this episode:· Why top retail organizations with policy-complete governance programs had 11-week data access cycles — and what that costs in AI delivery capacity· How Capital One built governance as a product function with SLAs, time-to-trust metrics, and a measurably different AI outcome· Why HIPAA has done structural damage to healthcare data governance — and what the health systems succeeding in AI did differently· Three organizational moves: change the reporting line, introduce time-to-trust as an operational metric, make governance the prerequisite for AI not the constraint on it.
What this episode covers
Most enterprise data governance programs are failing — not because of bad policy or weak tooling, but because of a single structural mistake: they were designed as compliance functions. Richard Muirhead makes the case that governance-as-compliance is an AI delivery bottleneck that no technology investment can solve, and lays out the organizational moves that fix it.In this episode:· Why top retail organizations with policy-complete governance programs had 11-week data access cycles — and what that costs in AI delivery capacity· How Capital One built governance as a product function with SLAs, time-to-trust metrics, and a measurably different AI outcome· Why HIPAA has done structural damage to healthcare data governance — and what the health systems succeeding in AI did differently· Three organizational moves: change the reporting line, introduce time-to-trust as an operational metric, make governance the prerequisite for AI not the constraint on it.
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Data Governance Is Not a Compliance Function. Stop Treating It Like One.
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