Why the Output Layer Is the Real Risk in AI Content Governance
Enterprise AI governance has advanced on access logging and provenance tracking, but most programs still lack enforcement at the content output layer. Markup AI calls this “compliance theater.” ECI Research data shows nearly two-thirds of practitioners already see elevated risk from AI-assisted development, making the case for output-layer controls more urgent.
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