When a shopper asks an AI what to buy, you are either in the answer or you are not.

Prepared for Nicholas Buck at NatureSweet.

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.

What you give us

A question list and a brand list

These are the questions we asked for NatureSweet, in fresh greenhouse tomatoes. No question in the headline set names you: the measurement is whether the engine reaches for you unprompted.

discoveryWhat is the best brand of cherry tomatoes?
discoveryWhich grape tomatoes taste the best?
occasionWhat are the best tomatoes for a salad?
attributeWhich tomato brands are the sweetest?
occasionBest snacking tomatoes for kids' lunchboxes?
discoveryWhich greenhouse tomato brands are the highest quality?

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.

Backyard FarmsCherry BombsDel CaboDivemexPure FlavorRed Sun FarmsSunsetVillage FarmsWholesum

The template library

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.

What we extract

One question, captured whole

What is the best brand of cherry tomatoes?

For store-bought cherry tomatoes, I’d pick SUNSET Flavor Bombs for flavor—recent taste testing found them especially sweet, juicy, and flavorful. Simply Recipes SUNSET Flavor Bombs Cherry Tomatoes *$4.98* NatureSweet Glorys are a good everyday alternative if you want something typically less expensive. naturesweet.com

Pages the engine cited

I Tried 6 Types of Grocery Store Tomatoes, and Here's the Two I'd Buy Again(simplyrecipes.com)
brandTaste All the Good with NatureSweet Tomatoes(naturesweet.com)

The result

A scorecard you can run every week

What it tracks

Named or not, and in what position
Share of recommendation against rivals
Which pages drive the answers
How you are described when named

One run

16 questions across your categories, every engine that answers, repeated on a schedule. Adding the next brand is one line, not a new project.

Where it lands

A hosted page like this one
Your own warehouse, when you want it
The raw record, from the first run