ChatGPT · measured July 2026
The ChatGPT Shelf for Olive Oil
The names you know aren't the ones ChatGPT names
California Olive Ranch leads at 59%, then two brands most people couldn't place — Terra Delyssa 52%, Cobram Estate 48%. Filippo Berio and the other grocery-aisle staples don't crack the top ten. 259 brands showed up across 1,177 questions. And this is the strongest brand-direct shelf of all eight categories: 12% of offers came straight from the producer, not a retailer.
- Questions asked
- 1,177
- Brands seen
- 259
- Offers recorded
- 3,803
- Through a feed
- 74%
Who ChatGPT names
Share of shelf is the percentage of answers a brand appeared in. It is not a rank of quality or sales — it is how often the model brought the brand up when someone asked about olive oil.
- 1 California Olive Ranch 59%
- 2 Terra Delyssa 52%
- 3 Cobram Estate 48%
- 4 Partanna 39%
- 5 Kosterina 28%
- 6 Graza 14%
- 7 Pompeian 12%
- 8 Castillo de Canena 12%
- 9 La Tourangelle 9%
- 10 Atlas Olive Oils 8%
Where the offers come from
Every product ChatGPT showed came from somewhere. Brand-direct means the offer pointed at the brand's own store rather than a retailer.
- Walmart 46% · 1,301 offers
- Target 28% · 787 offers
- Brand-direct 12% · 330 offers
- Sam's Club 4% · 124 offers
- Instacart 3% · 95 offers
- Williams Sonoma 3% · 79 offers
How the shelf gets built
74% of the offers here arrived through a product feed rather than a page crawl, and 330 of them came direct from a brand.
| Shelf position | Offers | Through a feed | Brand named |
|---|---|---|---|
| Top of shelf | 1,803 | 76% | 68% |
| Positions 2–3 | 1,618 | 73% | 63% |
| Position 4 and below | 382 | 77% | 67% |
Who writes this shelf
Before ChatGPT names a olive oil brand, it reads. These are the sources it cited most when building this shelf.
- consumerreports.org 876 citations
- foodnetwork.com 753 citations
- shop.bottegadelsarto.com 583 citations
- simplyrecipes.com 530 citations
- consumerlab.com 381 citations
- reddit.com 366 citations
How we measured this
- We asked ChatGPT 1,177 shopping questions about olive oil in July 2026. The questions never named a brand, so nothing here was prompted into the answer.
- Questions were repeated. ChatGPT does not answer the same way twice, so a single ask tells you nothing — share of shelf is the pattern across all 1,177 of them.
- We recorded every brand mentioned and every product offer shown, 3,803 offers across 259 brands.
- This is one engine, one country, one point in time. It is a snapshot of a shelf that moves.
Questions about the method, or think a number is wrong? Tell us — we will check it against the raw data and correct the page.
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