| Category | Function | Share | Rank | Negative rate | Labels | Quadrant | Since September 2026 |
|---|---|---|---|---|---|---|---|
| Retail media platforms | Marketing | 2% | 9 of 121 | 14% | 29 | accepted challenger |
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 0 | 1 | 1 |
| GPT-5.4 mini | 0 | 1 | 1 | 0 | 2 |
| Gemini 3.5 Flash | 0 | 2 | 0 | 0 | 2 |
| Perplexity Sonar | 0 | 0 | 1 | 1 | 2 |
| Grok 4.1 Fast | 0 | 0 | 2 | 0 | 2 |
| Mistral Small | 0 | 1 | 0 | 1 | 2 |
| DeepSeek V4 Flash | 0 | 2 | 0 | 0 | 2 |
| Llama 4 Maverick | 0 | 0 | 3 | 0 | 3 |
| Qwen 3.7 Flash | 0 | 1 | 1 | 0 | 2 |
| Kimi K2 | 1 | 0 | 2 | 0 | 3 |
| GLM 4.7 FlashX | 0 | 2 | 0 | 0 | 2 |
| MiniMax M2.5 | 0 | 1 | 0 | 0 | 1 |
| GPT-6 Luna | 0 | 2 | 0 | 0 | 2 |
| Muse Glimmer 30B | 0 | 2 | 0 | 1 | 3 |
Verbatim evidence the judge attached to positive labels.
“Amazon Advertising or Instacart Ads (if in grocery/FMCG) offer the best combination of low barriers to entry” Kimi K2 · Retail media · budget prompt · first choice
“If you are a CPG brand trying to win the digital or physical grocery cart, prioritize Instacart and Kroger.” Gemini 3.5 Flash · Retail media · comparative prompt · alternative
“If you sell grocery products and your customers shop through Instacart, its ads may be a better fit” GPT-6 Luna · Retail media · budget prompt · alternative
“If your products are sold in grocery or convenience channels, Instacart Ads is also worth testing.” Mistral Small · Retail media · paraphrase prompt · alternative
Verbatim evidence attached to negative labels. A warning on a product with few labels is a warning; on a product with many, it is one voice among them.
“such as Swiftly and Instacart Ads, have limited third-party review coverage, making it harder to validate their performance and reliability” Mistral Small · Retail media · negative prompt · soft negative
“API rate limits can bottleneck high-volume advertisers, the schema has quarterly breaking changes requiring connector maintenance” Claude Haiku 4.5 · Retail media · negative prompt · soft negative
“Instacart Ads if you are not a grocery/CPG brand, need scale beyond its audience” Perplexity Sonar · Retail media · negative prompt · soft negative
“subject to the same measurement and data usability complaints” Muse Glimmer 30B · Retail media · negative prompt · soft negative
Citations exist only for the models that return a source list, five of the fourteen in this edition, so these counts come from 73 of the 73 answers that named Instacart Ads and are not a share of its labels.
256 of the 256 domain citations in answers naming Instacart Ads came from somebody else's page.
Pages are listed as the models cited them.
Search figures are US estimates from DataForSEO, read October 5, 2026; AI search demand is its modeled, directional estimate, not a count of queries to any assistant. The answers are this edition's. Two measurements side by side: neither is read as the cause of the other.
| Kind | Pages | Last 90 days | 2025-10 to 2026-09 | Latest | Categories named |
|---|---|---|---|---|---|
| Report or ebook | 23 | 1 | 2026-07-09 | ||
| Template or tool | 11 | undated | |||
| Blog | 9 | undated | |||
| Case study | 6 | undated | |||
| News or press | 2 | 1 | 2026-09-09 | ||
| Comparison | 1 | undated | |||
| Glossary or explainer | 1 | undated |
Every page instacart.com exposes, subdomains included. Kind is read from the address and title. The last 90 days, the latest date and the twelve months count pages by when they were published, from the site's feeds, a date in the address, or the page's own publication date, read from up to a hundred of its most recently changed pages; a page that says only when it last changed is counted in its kind but not in when, so the recent counts are a floor, and a kind none of whose pages gives a publication date reads undated. Read September 29, 2026.
An email the morning each edition publishes: where this product moved, where it held, and by how much against the noise floor. One address, confirmed by a click; a stop link in every email.
Already following? Everything you follow, with a stop for each.
Claiming is free and changes nothing in the data. A claimed page shows a verified contact who is told when each edition publishes and when Instacart Ads's standing changes by more than the noise floor; the right to propose corrections to the vendor table, meaning names the judge wrote that should or should not read as Instacart Ads, applied by version and listed in the change log; and a one-line description supplied by the vendor and marked as such.
A new claim receives the current edition's vendor brief for Instacart Ads by email, built from the raw record of the edition. It shows: