Perception Module Roles in Autonomous Agent Architectures
Perception errors become premises, making them invisible to reasoning engines downstream.
Vivienne Okafor-Blaine
Contributing Editor
Vivienne Okafor-Blaine
Vivienne has covered the intersection of technology, consumer trust, and communications for over two decades, contributing to trade publications focused on digital marketing and public relations. She brings a definitional and historical lens to concepts that the industry is still working to name.
11 stories
Perception Intelligence vs. Brand Tracking Studies
AI systems now judge brands in ways traditional tracking studies can't see or measure.
Vivienne Okafor-Blaine
Financial Services Brand Trust Signals That AI Systems Prioritize
AI systems now decide which financial brands deserve mentions, reshaping how discovery works.
Vivienne Okafor-Blaine
Real Estate Brand Perception in LLM-Generated Agent and Brokerage Recommendations
AI systems cite agent websites and Google profiles, not traditional real estate portals.
Vivienne Okafor-Blaine
AI Visibility Challenges for Professional Services Firms Without Review Volume
AI tools cite independent media, not firm websites, when recommending professional services.
Vivienne Okafor-Blaine
NAP Consistency and Its Role in AI Local Brand Perception
Inconsistent business info now makes AI systems exclude or misrepresent your company entirely.
Vivienne Okafor-Blaine
Managing Brand Perception After a Reputation Crisis Across AI and Search
AI systems now lock crisis narratives into brand summaries that never fade away.
Vivienne Okafor-Blaine
Sentiment Scoring in AI Brand Descriptions Across LLMs
How AI systems quietly rank your brand differently than social media or reviews do.
Vivienne Okafor-Blaine
Third-Party Press Coverage as an AI Credibility Signal
AI models cite independent journalism far more than promotional content to build credibility.
Vivienne Okafor-Blaine
AI Audit Differences Across ChatGPT, Gemini, Perplexity, and Claude
Each AI platform cites brands differently, reshaping where they appear in search.
Vivienne Okafor-Blaine
AI Visibility Benchmarks for Law Firms and Legal Services
Law firms use AI tools at high rates but barely appear when AI systems recommend legal providers.
Vivienne Okafor-Blaine