Salesforce Commerce Cloud is an end-to-end platform for B2C and B2B digital commerce from Salesforce · salesforce.com ↗
The standing depends on who is buying. Every model is asked the same questions for each company size.
HubSpot Marketing Hub is first at 25%.
HubSpot Marketing Hub is first at 41%. 0 of 14 models made it the first choice when asked directly.
Adobe Marketo Engage is first at 27%.
“stick to platforms that specialize specifically in the channel workflow (like PartnerStack, Reselling.io, Allbound, or Salesforce Commerce Cloud)”Qwen 3.7 Flash · Negative question · first choice
“*Traditional Enterprise / Complex B2B:* Adobe Commerce (Magento), Salesforce Commerce Cloud, SAP Commerce Cloud”Gemini 3.5 Flash · Scale-constrained question · alternative
“Choose Salesforce Commerce Cloud if your company is deeply invested in Salesforce CRM”GPT-5.4 mini · Direct question · alternative
“Best for enterprises deeply integrated with the Salesforce CRM/Service ecosystem.”MiniMax M2.5 · Scale-constrained question · alternative
“Any built-in search from a legacy commerce suite (Salesforce B2C, SAP, Magento) — these are almost always outdated and will lock you in.”DeepSeek V4 Flash · Negative question · warning
“Avoid or be cautious with Adobe Commerce (Magento), Salesforce Commerce Cloud, and Big Cartel”Mistral Small · Negative question · warning
“without requiring the heavy custom development or high ongoing expenses of enterprise-level solutions like Adobe Commerce (Magento) or Salesforce Commerce Cloud”Grok 4.20 · Paraphrase question · warning
“Salesforce Commerce Cloud (and to a lesser degree, native Shopify blogging) ... Why to be cautious”Gemini 3.5 Flash · Negative question · warning
The products named in the same answers as Salesforce Commerce Cloud, over the 130 answers that named it, and how often each was the first choice instead.
| Product | Named together | Picked instead | |
|---|---|---|---|
| 101 | 6 | View → | |
| 99 | 38 | View → | |
| 66 | 13 | View → | |
| 54 | 5 | View → | |
| 49 | 3 | View → | |
| 31 | 2 | View → | |
| 28 | 2 | View → | |
| 17 | 1 | View → | |
| 15 | 2 | View → | |
| 14 | 0 | View → |
What the models named instead of Salesforce Commerce Cloud →
A side-by-side page exists where both products are among a category's top eight.
Stated on Salesforce Commerce Cloud's own site, not checked by Gane.
Fourteen AI models from 12 labs are asked the same buying questions six ways, for three company sizes. Standings refresh every edition.
Gane sells AI visibility software. No company can pay to change a result.
Read the method →Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted. These counts come from 105 of the 130 answers that named Salesforce Commerce Cloud and are not a share of its labels.
273 of the 273 domain citations in answers naming Salesforce Commerce Cloud came from a third party's page.
Pages are listed as the models cited them.
| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-5.4 mini | 0 | 1 | 0 | 0 | 1 |
| Gemini 3.5 Flash | 0 | 1 | 0 | 1 | 2 |
| Perplexity Sonar | 0 | 0 | 0 | 0 | 0 |
| Grok 4.20 | 0 | 1 | 0 | 2 | 3 |
| Mistral Small | 0 | 0 | 1 | 1 | 2 |
| DeepSeek V4 Flash | 0 | 0 | 1 | 2 | 3 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 1 | 1 | 1 | 2 | 5 |
| Kimi K2 | 0 | 1 | 0 | 0 | 1 |
| GLM 4.7 FlashX | 0 | 1 | 2 | 0 | 3 |
| MiniMax M2.5 | 0 | 2 | 2 | 0 | 4 |
| GPT-6 Luna | 0 | 1 | 0 | 0 | 1 |
| Muse Glimmer 30B | 0 | 1 | 0 | 0 | 1 |