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Clarification

AI brand perception vs AI brand sentiment

Clarification between the multidimensional brand portrait in AI answers and the polarity of tone alone.

CollectionClarification
TypeClarification
Version0.1
Stabilization2026-08-08
Published2026-08-08
Updated2026-08-08

Evidence layer

Probative surfaces brought into scope by this page

This page does more than point to governance files. It is also anchored to surfaces that make observation, traceability, fidelity, and audit more reconstructible. Their order below makes the minimal evidence chain explicit.

  1. 01
    Evidence artifactfalse-neighbors.json
  2. 02
  3. 03
Artifact#01

false-neighbors.json

/false-neighbors.json

Published surface that contributes to making an evidence chain more reconstructible.

Makes provable
Part of the observation, trace, audit, or fidelity chain.
Does not prove
Neither total proof, obedience guarantee, nor implicit certification.
Use when
When a page needs to make its evidence regime explicit.
Artifact#02

semantic-proximity-separation.json

/semantic-proximity-separation.json

Published surface that contributes to making an evidence chain more reconstructible.

Makes provable
Part of the observation, trace, audit, or fidelity chain.
Does not prove
Neither total proof, obedience guarantee, nor implicit certification.
Use when
When a page needs to make its evidence regime explicit.
Artifact#03

common-misinterpretations.json

/common-misinterpretations.json

Published surface that contributes to making an evidence chain more reconstructible.

Makes provable
Part of the observation, trace, audit, or fidelity chain.
Does not prove
Neither total proof, obedience guarantee, nor implicit certification.
Use when
When a page needs to make its evidence regime explicit.

AI brand perception vs AI brand sentiment

Sentiment usually qualifies polarity: positive, neutral, mixed or negative. AI brand perception covers a broader space: identity, category, attributes, relations, time, sources, positioning and recommendability.

Positive output can be wrong

“This excellent digital agency provides SEO, Web development and many marketing services” is positive. If the entity is now positioned as an interpretive-governance laboratory and the agency role is historical, the representation can be flattering and still drifted.

Negative output can be faithful

An answer may present documented criticism, a regulatory decision or a real incident with attribution and date. Sentiment is negative, but fidelity may be high. It must not be treated as a risk to suppress.

Dimension Sentiment Perception/representation
Evaluative tone Yes Yes, among others
Identity No Yes
Category No Yes
Scope No Yes
Source and attribution Rarely Essential
Time Rarely Essential
Fidelity to canon No Must be measured

Monitoring rule

Keep sentiment as one column, never the verdict. Alerts should combine claim severity, identity, category, attribution, time, decision proximity and repetition.

Sentiment answers “what tone?” Fidelity answers “what meaning, boundaries and evidence were preserved?”