
2. Brand Metrics: How Does AI Recognize and Perceive Your Brand?
This section of the AEO Dashboard helps you evaluate your "brand health" in the eyes of generative AI models, which constantly scrape and analyze public data from across the web. The system evaluates your presence based on three primary factors:
- Prompt Coverage: The percentage of your total tracked prompts where your brand name is displayed in the AI's response at least once.
- Frequency across answer engines: Measures whether your brand is consistently mentioned across multiple AI platforms or isolated to just one engine.
- Relative competitor presence: How often your competitors' names appear in the results for the exact same set of prompts as your brand.
If your scores here are low, it’s a clear signal that your brand is appearing too infrequently or is visibly overshadowed by your rivals.
Furthermore, within this section lies a highly critical sub-tab: Sentiment Analysis.
- Sentiment Score: A metric evaluating whether the AI's mentions, tone, or descriptions of your brand skew positive, neutral, or negative.
- Sentiment Over Time: Tracks continuous trends in how the AI's perspective and sentiment toward your brand shift over time.
Entrepreneur’s Advice: Consider this your brand reputation control room for the AI era. If you notice your sentiment trend dipping into negative territory, you must immediately plan and publish high-quality, positive content into the digital ecosystem to reshape the algorithmic memory.
3. Competitor Landscape: Checking Your Share of the Sandbox
Business is a race, and the Competitor Landscape module on the AEO Dashboard ensures you never run blind. It helps you dissect your rivals' strategies through two vital reports:
- Share of Voice: This metric highlights the proportion of times your brand is mentioned compared to the total aggregate of brand mentions across all the prompts you are tracking. A high Share of Voice means your brand dominates the AI's conversational real estate.
[Share of Voice: (Number of times your brand is mentioned ÷ Total brand mentions across all tracked competitors)× 100] - Competitor Visibility: This report provides a detailed breakdown comparing your brand identity against specific competitors, allowing you to identify content blind spots and areas where you are still lagging behind.
4. Citation Analysis: The Sources AI Trusts
When an Answer Engine responds to a query, it almost always attaches source links (Citations). Understanding where an AI pulls its data from is the core of AEO. The Citation Analysis section on the dashboard provides actionable reports you can immediately turn into a content strategy:
- Top Domains: Displays the websites that AI cites most frequently across your tracked queries. (Clicking this report takes you deeper into the dedicated Citations tab). If your website isn't ranking here, you need to study how the top-performing sites structure their content.
- Citations by Channel: Shows which platforms or media channels (e.g., industry blogs, forums, news sites) the AI prefers to pull its data from.
- Citations with Brand Mention Rate vs. Competitors: Compares how often the sources pulled by AI mention your brand versus your competitors in the market.
Conclusion
For a modern business owner, having data from the AEO Dashboard is like having a radar system for consumer attention. These insights are not just technical reports—they are the launchpad for your next strategic move. Whether it means optimizing website content, driving PR on channels that AI algorithms trust, or counter-strategizing against competitors, it ensures that when customers ask for the best, the AI speaks your name first.
Reference: HubSpot. (2026). Set up and analyze AI visibility. Retrieved from https://knowledge.hubspot.com/seo/set-up-and-analyze-ai-visibility
Read more articles : HubSpot Product Update: Customize your bookmarks for convenience and time saving (HubSpot Product Update: จัดลำดับ Bookmarks เอง สะดวกและประหยัดเวลา)
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