Managing Brand Sentiment in Comparative AI Answers
How AI engines frame your brand in comparisons shapes deals before prospects ever visit your site.
Céline Vautier
Staff Writer
Céline Vautier
Céline worked for nearly a decade in brand strategy at a European consultancy before moving into editorial, where she covers how brands are portrayed and characterized inside AI-generated answers, with particular attention to sentiment analysis, competitor framing, and share-of-voice trends across ChatGPT, Claude, and Gemini.
5 stories
Thought Leadership Content Formats That AI Engines Cite
Listicles and data-driven formats dramatically boost your odds of being cited by AI engines.
Céline Vautier
Entity Optimization for Brand Recognition in AI Answers
How AI systems resolve brands as distinct entities before deciding whether to cite them.
Céline Vautier
Mapping Buyer Journey Stages to AI Query Types
AI-powered buyers start research in chatbots now, not search engines.
Céline Vautier
Google AI Overviews vs Perplexity Answers for Brand Discovery
How two AI platforms cite brands differently, and why it matters more than ranking.
Céline Vautier