Why Measurement Precedes Optimization in Perception Intelligence
Brands need to measure AI perception separately from visibility before attempting to improve it.
Renata Solís-Ware
Senior Contributor
Renata Solís-Ware
Renata spent a decade as a brand reputation strategist at a boutique consultancy before moving into tech journalism, where she now covers how algorithmic systems reshape the way consumers perceive companies. Her work bridges marketing science and emerging AI research.
14 stories
Perception Intelligence for Higher Education Institutions in AI-Era Enrollment
Colleges now lose applicants to AI summaries they can't see or measure.
Renata Solís-Ware
Franchise Brand AI Perception Consistency Across Locations
AI systems now decide which franchise locations appear in their answers to buyers.
Renata Solís-Ware
Review Response Strategy as a Signal to AI and Algorithmic Systems
How businesses use review responses to shape AI's perception of their credibility.
Renata Solís-Ware
Temperature and Sampling Settings Impact on AI Brand Outputs
How AI describes your brand depends on training data and sampling settings, not SEO.
Renata Solís-Ware
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.
Renata Solís-Ware
Tracking AI Brand Perception Changes Over Time
AI descriptions of your brand shift constantly, and traditional analytics miss it.
Renata Solís-Ware
Source Citation Analysis in LLM Brand Outputs
LLMs weigh brand authority differently than search engines do.
Renata Solís-Ware
Building a Query Taxonomy for an AI Brand Perception Audit
A taxonomy turns scattered AI audits into repeatable, comparable measures of brand perception.
Renata Solís-Ware
Prioritizing Perception Fixes When Signals Conflict Across Channels
Brands must fix AI exclusion before tackling sentiment drift.
Renata Solís-Ware
Scoring Frameworks for Quantifying AI Brand Representation Quality
Brands now need multi-dimensional AI scoring frameworks beyond simple mention counts.
Renata Solís-Ware
Source Signal Mapping in AI Brand Audit Workflows
Brands need to track where AI pulls information from, not just what it says about them.
Renata Solís-Ware
Building a Repeatable AI Brand Audit Methodology
Brands must audit their AI visibility quarterly, not once.
Renata Solís-Ware
Perception Intelligence as a Business Discipline in the AI Era
Brands now get evaluated by AI systems before buyers ever visit their websites.
Renata Solís-Ware