Koskamo

Audit Brand Presence in AI Answers

The user identifies if their brand is cited in AI-generated answers and understands the specific context or snippets used by different AI models.

How it works

Read-onlyResearch and knowledge

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.

Prompt

Paste this into an agent that has the servers below connected. Adjust the names and dates to your own.

Prompt for Audit Brand Presence in AI Answers
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?

MCP servers it needs

Source

The vendor page this playbook is drawn from, and the passage that supports it.

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。
AI検索対策ガイド|GEO・LLMOの実践と104社調査 — AI Visibility Index

Each playbook is drawn from the vendor page it cites and reviewed by Koskamo before it is published. Koskamo does not run these servers or your agent: check what each tool will do before you let it act on your accounts.