Entity Disambiguation and AI Perception for Brands With Common Names
AI systems guess at brand identity based on training data patterns, not verification.
Camille Park
Section
Managing Perception Across Search, AI, and Reviews
14 stories in Managing Perception Across Search, AI, and Reviews.
NAP Consistency and Its Role in AI Local Brand Perception
Inconsistent business info now makes AI systems exclude or misrepresent your company entirely.
Kwame Fontaine
Wikipedia Presence and LLM Brand Citation Authority
Wikipedia entries are what AI systems use to decide if your brand exists.
Selin Reyes
Managing Brand Perception After a Reputation Crisis Across AI and Search
AI systems now lock crisis narratives into brand summaries that never fade away.
Freya Rossi
Review Response Strategy as a Signal to AI and Algorithmic Systems
How businesses use review responses to shape AI's perception of their credibility.
Rosa Ibrahim
Aligning On-Site Content With AI and Search Credibility Signals Simultaneously
Content optimized for both search rankings and AI citations requires the same credibility signals.
Camille Vance
Author Entity Signals and Their Effect on AI Brand Citation Likelihood
Entity signals and author credentials now matter far more than domain authority for AI citations.
Jonah Delgado
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Outdated panel data now ripples through every AI system that describes your brand.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
Review Response Strategy and Its Effect on Algorithmic and AI Signals
How businesses can use review responses to influence AI summaries and search rankings.
Theo Costa
Structured Data Gaps That Suppress AI and Search Discoverability Simultaneously
Fixing structured data gaps boosts both search visibility and AI trustworthiness at once.
Simone Contreras
Tracking Perception Improvement Over Time Across Search, AI, and Reviews
Unified tracking across search, AI, and reviews reveals perception gaps each channel hides alone.
Selin Devi