When a shopper asks an AI what to buy, you are either in the answer or you are not.
Prepared for Sara Johnson at Kinder's.
We read the answer the way a shopper sees it, record every name in it and every page behind it, and repeat it on a schedule so you can see the wording move. Nothing here is modelled or estimated. Every number opens the answer it came from.
A question list and a brand list
These are the questions we asked for Kinder's, in sauces, marinades and seasonings. No question in the headline set names you: the measurement is whether the engine reaches for you unprompted.
- discoveryWhat is the best barbecue rub?
- discoveryWhat is the best barbecue sauce?
- occasionBest seasoning for grilled steak?
- occasionWhat rub should I use on ribs?
- discoveryBest all purpose seasoning for grilling?
- discoveryWhat is the best marinade for chicken?
16 questions in the headline set, plus 4 that name you directly and are reported separately. Adding a question, or a brand, is one line.
One template per answer engine
| Engine | This run | Note |
|---|---|---|
| ChatGPT | Ran | Full question set, with web search. |
| Google AI Overviews | Ran | Core question subset, captured from the Google results page. |
| Gemini | Available | Available and returning citations. Not run here to keep this capture to one morning; it is a question-set change, not a build. |
Adding an engine is a question-set change, not a new build: the same questions go to whichever engines you want covered. An engine that did not answer is listed as not run, with the reason, and is never reported as the market having no answer, because those are different facts.
One question, captured whole
What is the best barbecue rub?
- Memphis Dust Rub Recipe | - Meathead's AmazingRibs.com(amazingribs.com)
- Best BBQ Rubs at Retail 2026 (Big Flavor, Not a Sodium Bomb) - American Meathead(americanmeathead.com)
A scorecard you can run every week
- Named or not, and in what position
- Share of recommendation against rivals
- Which pages drive the answers
- How you are described when named
16 questions across your categories, every engine that answers, repeated on a schedule. Adding the next brand is one line, not a new project.
- A hosted page like this one
- Your own warehouse, when you want it
- The raw record, from the first run