Positive Sentiment in AI
When AI platforms describe your brand favorably—how to measure and increase positive tone in answers.
When AI platforms describe your brand favorably—how to measure and increase positive tone in answers.
Systematic monitoring of how AI language models respond to specific queries over time, tracking brand mentions and citation patterns.
Structuring content into small, well-labeled sections so AI can parse, understand, and accurately reuse your answers.
The percentage of brand mentions your company receives compared to competitors in AI-generated responses across tracked prompts.
How AI platforms credit sources in their responses—and why accurate attribution drives brand visibility, credibility, and referral traffic.
Using schema (FAQPage, HowTo, Product) and consistent markup to help AI systems parse and reuse your answers.
Brand references without a clickable link—still valuable signals for AI visibility and branded search growth.
How your brand's presence in AI answers changes over time across platforms, prompts, and competitors.
When users get complete answers without clicking links—now driven by AI Overviews, AI Mode, and answer engines.