| Category | Function | Share | Rank | Negative rate | Labels | Quadrant | Since September 2026 |
|---|---|---|---|---|---|---|---|
| Ecommerce platforms | Revenue operations | 0% | 11 of 71 | 19% | 21 | accepted 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% | 17 of 115 | 12% | 8 | under 10 labels · led by HubSpot Marketing Hub at 38% | =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% | 54 of 74 | 50% | 4 | under 10 labels · led by Algolia at 25% | |
| Order management systems | Revenue operations | 0% | 94 of 131 | 0% | 1 | under 10 labels · led by Zoho Inventory 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 20 → 11 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 135 → 17 of 115 |
| Ecommerce search | 0% | 0% | newNew since September 2026: not ranked then, 0% now. | New this edition | Rank 54 of 74, unchanged |
| Order management | 0% | 0% | newNew since September 2026: not ranked then, 0% now. | New this edition | Rank 94 of 131, 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 | 0 | 0 | 0 |
| GPT-5.4 mini | 0 | 2 | 0 | 0 | 2 |
| Gemini 3.5 Flash | 0 | 1 | 0 | 2 | 3 |
| Perplexity Sonar | 0 | 1 | 1 | 0 | 2 |
| Grok 4.20 | 0 | 1 | 0 | 1 | 2 |
| Mistral Small | 0 | 1 | 4 | 0 | 5 |
| DeepSeek V4 Flash | 0 | 1 | 1 | 1 | 3 |
| Llama 4 Maverick | 0 | 0 | 1 | 0 | 1 |
| Qwen 3.7 Flash | 0 | 1 | 3 | 3 | 7 |
| Kimi K2 | 0 | 1 | 1 | 0 | 2 |
| GLM 4.7 FlashX | 0 | 2 | 1 | 0 | 3 |
| MiniMax M2.5 | 0 | 1 | 2 | 0 | 3 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 1 | 0 | 0 | 1 |
Verbatim evidence the judge attached to positive labels.
“BigCommerce or Salesforce Commerce Cloud, depending on whether you want faster deployment or deeper CRM integration” GPT-5.4 mini · Ecommerce marketing · direct prompt · alternative
“Go with Adobe Commerce or Salesforce if you are an enterprise corporation with complex global logistics” Gemini 3.5 Flash · Ecommerce · comparative prompt · alternative
“### Alternative: The "Heavy Lifter" Combo Salesforce Commerce Cloud + Salesforce Marketing Cloud” Qwen 3.7 Flash · Ecommerce marketing · direct prompt · alternative
“Salesforce Commerce Cloud: Best if already invested in Salesforce ecosystem” MiniMax M2.5 · Ecommerce marketing · scale 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.
“six-figure minimum commitments ... you should avoid these platforms until you have outgrown everything else” Qwen 3.7 Flash · Ecommerce · negative prompt · hard negative
“without the astronomical total cost of ownership (TCO) and heavy IT development overhead required by massive enterprise suites like SAP or Salesforce” Gemini 3.5 Flash · Ecommerce · paraphrase prompt · soft negative
“It's less flexible than pure-play search providers but offers unparalleled context if you're already using Salesforce extensively.” Qwen 3.7 Flash · Ecommerce search · comparative prompt · soft negative
“Implementation takes months (or years) and costs significantly more. Support for self-service is lower than smaller competitors.” Qwen 3.7 Flash · Ecommerce search · direct 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 132 of the 149 answers that named Salesforce Commerce Cloud and are not a share of its labels.
414 of the 414 domain citations in answers naming Salesforce Commerce Cloud 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 Salesforce Commerce Cloud's own pages state, read September 28, 2026: salesforce.com/retail/cloud, salesforce.com/commerce/cloud, salesforce.com/platform/salesforce-developer, salesforce.com/compare/salesforce-commerce-cloud-vs-shopify, salesforce.com/retail/cloud/guide. 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 Salesforce Commerce Cloud'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 Salesforce Commerce Cloud, 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 Salesforce Commerce Cloud by email, built from the raw record of the edition. It shows: