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Analyst Relations Glossary

Hallucinated attribution

July 31, 2026
(Coming soon)
Mathieu Hannouz
B2B SaaS Product Marketing & Analyst Relations
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Hallucinated attribution

Hallucinated attribution is an AI system's assignment of a claim, capability or evaluation result to a company that did not make it or did not receive it.

Common forms include awarding a vendor an evaluation placement it does not hold, assigning a competitor's capability to it, or attributing a positioning statement it has never used.

Why this is a distinct category of error

A general factual error is an inaccuracy. This subtype is about who — which makes it a competitive and reputational event rather than a mistake about the world.

Why it matters

It is the machine equivalent of an analyst misdescribing you, with three differences: it happens at volume, it leaves no relationship to repair, and there is nobody to call.

Analyst relations exists as a discipline because being described inaccurately by an influential third party is commercially serious. That premise has not changed. The third party has.

Related: Grounding · Mention tracking · Citation surface · Analyst relations

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Hallucinated attribution
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