| Category | Function | Share | Rank | Negative rate | Labels | Quadrant | Since September 2026 |
|---|---|---|---|---|---|---|---|
| Ecommerce platforms | Revenue operations | 0% | 10 of 71 | 36% | 50 | criticized challenger | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked. |
| Ecommerce marketing | Marketing | 0% | 33 of 115 | 31% | 13 | criticized challenger | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked. |
| Content management systems for marketing sites | Marketing | 0% | 48 of 55 | 67% | 3 | under 10 labels · led by HubSpot Content Hub at 42% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked. |
| Ecommerce search and merchandising | Marketing | 0% | 63 of 74 | 100% | 1 | under 10 labels · led by Algolia at 25% |
| Category | September 2026 | Now | Change | Reading | Rank |
|---|---|---|---|---|---|
| Ecommerce | 0% | 0% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 16 → 10 of 71 |
| Ecommerce marketing | 0% | 0% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 17 → 33 of 115 |
| Marketing CMS | 0% | 0% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 46 → 48 of 55 |
| Ecommerce search | 0% | 0% | newNew since September 2026: not ranked then, 0% now. | New this edition | Rank 63 of 74, unchanged |
Shares here are read over the models both editions asked, so they can differ by a point or two from the standing above, which counts every model in this edition.
The floor is 11 points of share, measured: how far the models move a leader on their own when the same questions are asked twice with nothing changed. A larger change is movement; a smaller one is noise, and both are shown. Movement is read over the twelve models both editions asked; GPT-6 Luna, Muse Glimmer 30B joined this edition and are in the standing but not yet in the comparison. How the floor is measured · The editions
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 1 | 3 | 4 |
| GPT-5.4 mini | 0 | 3 | 0 | 0 | 3 |
| Gemini 3.5 Flash | 0 | 1 | 0 | 4 | 5 |
| Perplexity Sonar | 0 | 2 | 1 | 2 | 5 |
| Grok 4.1 Fast | 0 | 2 | 1 | 3 | 6 |
| Mistral Small | 0 | 1 | 2 | 1 | 4 |
| DeepSeek V4 Flash | 0 | 1 | 1 | 2 | 4 |
| Llama 4 Maverick | 0 | 0 | 1 | 2 | 3 |
| Qwen 3.7 Flash | 0 | 2 | 2 | 2 | 6 |
| Kimi K2 | 0 | 5 | 2 | 1 | 8 |
| GLM 4.7 FlashX | 0 | 3 | 1 | 2 | 6 |
| MiniMax M2.5 | 0 | 1 | 4 | 2 | 7 |
| GPT-6 Luna | 0 | 3 | 0 | 0 | 3 |
| Muse Glimmer 30B | 0 | 1 | 1 | 1 | 3 |
Verbatim evidence the judge attached to positive labels.
“consider Adobe Commerce ... but I'd favor it when that flexibility justifies the added implementation and maintenance effort” GPT-6 Luna · Ecommerce · paraphrase prompt · alternative
“Choose when catalogue complexity, B2B depth and deep customization are required. Build-heavy, longest runway” Muse Glimmer 30B · Ecommerce · scale prompt · alternative
“Adobe Commerce remains the heavyweight champion... The Catch: It requires a dedicated technical team” Qwen 3.7 Flash · Ecommerce · direct prompt · alternative
“the most powerful and flexible but also the most complex and costly to implement and maintain” Mistral Small · Ecommerce · comparative 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.
“Generic/Built-in Platform Search (e.g., native Shopify, WooCommerce, or Magento search): - Red flags: Outdated relevance” Grok 4.1 Fast · Ecommerce search · negative prompt · hard negative
“Adobe Commerce (formerly Magento) - not suitable for small and mid-market companies.” Llama 4 Maverick · Marketing CMS · negative prompt · hard negative
“Avoid unless you are an agency: PrestaShop, OpenCart, and Magento.” Qwen 3.7 Flash · Ecommerce · negative prompt · hard negative
“you should avoid Magento (Adobe Commerce)” Gemini 3.5 Flash · Ecommerce marketing · negative prompt · hard negative
Citations exist only for the models that return a source list, five of the fourteen in this edition, so these counts come from 192 of the 212 answers that named Adobe Commerce and are not a share of its labels.
578 of the 578 domain citations in answers naming Adobe Commerce came from somebody else's page.
Pages are listed as the models cited them.
Search figures are US estimates from DataForSEO, read September 28, 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.
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.
Fetched September 14, 2026. These describe the company, not the product's standing, and a claimed page can dispute any of them. · Wikidata · LinkedIn · Crunchbase
What Adobe Commerce's own pages state, read September 28, 2026: developer.adobe.com/commerce, developer.adobe.com/commerce/php, developer.adobe.com/commerce/docs, developer.adobe.com/commerce/testing, developer.adobe.com/commerce/services. A claimed page can correct any of them.
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 Adobe Commerce'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 Adobe Commerce, 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 Adobe Commerce by email, built from the raw record of the edition. It shows: