The Observable Agentic RAG Audit is a free spreadsheet template that helps you test high-value buyer questions across tools like ChatGPT, Gemini, and Perplexity, then see where your brand shows up, gets cited, or loses to competitors.
AI search tools don’t just answer the question someone types.
They break that question into smaller searches, pull from different sources, compare options, and decide which brands deserve a final citation.
That means your content can appear during the research process, then vanish from the answer your buyer actually sees.
Most teams can see rankings.
Some teams can track AI citations.
Very few can see what happens in the middle.
That middle step is where your brand may
be losing:
This template gives you a practical way to test AI search visibility without a technical setup.
You’ll choose five buyer questions that matter to your business, run them through major AI research tools, and log what each tool searches for behind the scenes.
Then the spreadsheet helps you spot:
The download includes a ready-to-use spreadsheet with:
The download includes a ready-to-use spreadsheet with:
Setup sheet: Choose five target buyer questions
Sub-query log: Track the smaller searches AI tools run
Coverage dashboard: See where your brand appears and gets cited
Miss classification sheet: Label the reason your brand missed the answer
Action roadmap: Turn visibility gaps into content priorities
AI search is already shaping which brands buyers trust before they ever reach your site.
Use this audit to find the questions you should own, the competitors taking your place, and the content gaps costing you visibility.
Enter your email to get the spreadsheet template.
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