The user identifies if their brand is cited in AI-generated answers and understands the specific context or snippets used by different AI models.
The agent queries the MCP server to check the visibility score and citation details for the user's specific brand or website. It analyzes how the brand appears in AI responses (e.g., as a direct answer, a reference, or not at all). The agent should check for discrepancies between engines, as some may cite the brand while others do not, indicating a need for targeted optimization.
- Category: Research and knowledge
- Effect: Read-only
- MCP servers: AI Visibility Index MCP (https://koskamo.com/explore/ai-visibility-index-mcp)
- Source: AI検索対策ガイド｜GEO・LLMOの実践と104社調査 — AI Visibility Index (https://ai-visibility-index.dev/blog/)
- Source quote: "手動チェック・無料ツール・MCP APIの3レベルで、自社ブランドの見え方を定点観測する方法を解説。"
- Playbook page: https://koskamo.com/explore/use-cases/audit-brand-presence-in-ai-answers
Prompt: Analyze the AI visibility for our brand '[Brand Name]'. Which of the 4 major AI engines currently cite us, and what is our visibility score compared to the industry average?