Attribution Displacement

Coined Term • 2026

Attribution Displacement

A measurable decline in AI citation share for primary category queries relative to a prior baseline

Status

Coined by Joseph Byrum

Year Introduced

2026

Domain

Entity Engineering

Term Type

Adversarial Framework

Understanding Attribution Displacement

The measurable decline in an entity's AI citation share for primary category queries – specifically, the reduction in CPQ or Entity Attribution Rate below a prior measurement baseline, attributable to competitive signal construction by other entities or degradation of the entity's own signals. Attribution Displacement is the outcome measure that Forfeiture Events and declining Structured Data Entropy Rates predict. Attribution Displacement differs from Competitive Displacement in that it can result from self-inflicted infrastructure decline.

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Frequently Asked Questions

What is Attribution Displacement?

Attribution Displacement is the measurable decline in an entity's AI citation share for primary category queries — specifically, the reduction in CPQ or Entity Attribution Rate below a prior measurement baseline, attributable to competitive signal construction or degradation of the entity's own signals.

How does Attribution Displacement differ from Competitive Displacement?

Competitive Displacement requires a specific competitor to be cited in the target's place. Attribution Displacement can result from self-inflicted infrastructure decline — the entity's CPQ drops without a specific competitor advancing, simply because the entity's signals have degraded.

What predicts Attribution Displacement?

Forfeiture Events and declining Structured Data Entropy Rates are leading indicators — they typically predict Attribution Displacement approximately one AI training cycle before observable CPQ decline occurs.

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