AI Perception Audit Findings for a Brand With Inconsistent Online Presence
AI systems reflect what the web says about you, not what you say about yourself.
Sofia Nakamura
Perception Intelligence — Page 3
Auditing How AI Sees Your Brand
Hallucination Risk Assessment in AI Brand Descriptions
AI systems hallucinate about brands in predictable patterns that can be measured and reduced.
Tracking AI Brand Perception Changes Over Time
AI descriptions of your brand shift constantly, and traditional analytics miss it.
Priya Contreras
More From Perception Intelligence
Sentiment Scoring in AI Brand Descriptions Across LLMs
How AI systems quietly rank your brand differently than social media or reviews do.
Dara Contreras
AI Brand Perception Audit for a SaaS Company With No Branded Press Coverage
Structural invisibility to AI systems requires different remedies than poor search rankings.
Felix Kowalski
Source Citation Analysis in LLM Brand Outputs
LLMs weigh brand authority differently than search engines do.
Ruth Sinclair
Building a Query Taxonomy for an AI Brand Perception Audit
A taxonomy turns scattered AI audits into repeatable, comparable measures of brand perception.
Emeka Devi
Prompt Phrasing Bias in AI Brand Perception Queries
How prompt wording shapes which brands AI systems recommend to mid-funnel buyers.
Lena Bergström
Third-Party Press Coverage as an AI Credibility Signal
AI models cite independent journalism far more than promotional content to build credibility.
Beatrice Abara
Wikipedia and Wikidata as Foundational AI Perception Signals
Wikipedia and Wikidata now determine how AI systems perceive and describe your business.
Vera Bergström
Knowledge Panel Accuracy and Its Downstream Effect on AI Brand Descriptions
Outdated panel data now ripples through every AI system that describes your brand.
Idris Sabatini
Prioritizing Perception Fixes When Signals Conflict Across Channels
Brands must fix AI exclusion before tackling sentiment drift.
Lucia Kowalski