Coined Term • 2026
Attribution Displacement
The measurable loss of AI citation share as competitors take what was yours
Status
Coined by Joseph Byrum
Year Introduced
2026
Domain
Entity Engineering
Term Type
Adversarial Framework
Corroboration
Understanding Attribution Displacement
The measurable loss of AI citation share to competitors – the documented decline in how often AI cites your organization, which can result from competitors improving their signals or from your own infrastructure deteriorating. The revenue-relevant early warning metric.
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Frequently Asked Questions
How is Attribution Displacement detected early?
Through quarterly CPQ measurement using the Controlled Testing Protocol — tracking citation share across primary category queries over time. A declining trend in citation proportion, even before it becomes complete displacement, is the early warning signal.
What causes Attribution Displacement?
Either your organization's infrastructure is deteriorating (Structured Data Entropy, expired corroboration, stale sameAs Network), or competitors are actively building stronger signals, or both simultaneously. The Competitive Corroboration Gap measurement distinguishes these causes.
Is Attribution Displacement always driven by intentional competitive action?
No. Organic competitive construction — competitors simply building better entity infrastructure without targeting yours specifically — is the most common driver. Intentional conflation attacks are a less common but higher-severity cause.
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