Multi-Touch Attribution Versus Brand Contribution in AI-Influenced Journeys
AI now shapes brand perception before buyers ever enter your tracked funnel.
Rafael Quiñones-Brandt
Staff Writer, Ethics & Emerging Technology
Rafael Quiñones-Brandt
A former policy researcher for a consumer advocacy nonprofit, Rafael covers the regulatory and moral fault lines that emerge when brands deploy AI at scale. He holds a graduate degree in applied ethics from the University of Edinburgh and has reported on technology governance for over eight years.
5 stories
Audience Segmentation When Algorithms Redefine Who Sees Your Brand
AI systems now decide which brands appear in answers before humans get a say.
Rafael Quiñones-Brandt
AI Visibility Score Reliability for Brand Strategy Decisions
Breaking down your AI visibility score reveals what actually matters for strategy.
Rafael Quiñones-Brandt
Entity-Based Brand Identity Versus Keyword Positioning
Search engines now evaluate what pages are actually about, not how often they repeat keywords.
Rafael Quiñones-Brandt
Brand Positioning When AI Systems Are the Recommender
Brands must earn AI recommendations through third-party mentions, not optimization.
Rafael Quiñones-Brandt