# Ecommerce marketing for enterprise buyers: what AI models recommend, November 2026

Gane Index, November 2026 Edition. Asked as "ecommerce marketing platform" and as "marketing tool for an online store", six framings each, to fourteen models with search on, on behalf of an enterprise B2B company. Page: https://www.gane.ai/index/gtm/marketing/ecommerce-marketing/2026-11/enterprise

**Standing:** Adobe Marketo Engage leads with 27% of first choices; verdict contested. 51 first choices across the direct, paraphrase, budget and scale prompts.

## First-choice share

| Rank | Product | Share | Negative rate | Labels |
|---|---|---|---|---|
| 1 | [Adobe Marketo Engage](https://www.gane.ai/index/gtm/vendors/adobe-marketo-engage/index.md) | 27% | 4% | 25 |
| 2 | [Salesforce Marketing Cloud](https://www.gane.ai/index/gtm/vendors/salesforce-marketing-cloud/index.md) | 20% | 9% | 35 |
| 3 | [Shopify](https://www.gane.ai/index/gtm/vendors/shopify/index.md) | 10% | 29% | 38 |
| 4 | [Salesforce Commerce Cloud](https://www.gane.ai/index/gtm/vendors/salesforce-commerce-cloud/index.md) | 8% | 23% | 30 |
| 5 | [HubSpot Marketing Hub](https://www.gane.ai/index/gtm/vendors/hubspot-marketing-hub/index.md) | 8% | 30% | 30 |
| 7 | [Adobe Experience Cloud](https://www.gane.ai/index/gtm/vendors/adobe-experience-cloud/index.md) | 4% | 0% | 10 |
| 8 | [Adobe Commerce](https://www.gane.ai/index/gtm/vendors/adobe-commerce/index.md) | 4% | 31% | 35 |
| 9 | [BigCommerce](https://www.gane.ai/index/gtm/vendors/bigcommerce/index.md) | 2% | 19% | 26 |
| 16 | [Bloomreach](https://www.gane.ai/index/gtm/vendors/bloomreach/index.md) | 0% | 0% | 14 |
| 17 | [Braze](https://www.gane.ai/index/gtm/vendors/braze/index.md) | 0% | 21% | 19 |
| 18 | [commercetools](https://www.gane.ai/index/gtm/vendors/commercetools/index.md) | 0% | 15% | 13 |
| 21 | [Iterable](https://www.gane.ai/index/gtm/vendors/iterable/index.md) | 0% | 10% | 10 |

Rank is by share of first choices among all 104 products named; products with the same share are tied, and the order among them carries no meaning. The table lists those with at least 10 labels.

## Each model's first choice on the direct prompt

- Claude Haiku 4.5: no first choice
- GPT-5.4 mini: Adobe Experience Cloud, Adobe Marketo Engage; alternatives Bloomreach, Commerce Cloud, HubSpot Marketing Hub, Salesforce Marketing Cloud Account Engagement
- Gemini 3.5 Flash: Adobe Experience Cloud; alternatives Bloomreach, HubSpot Marketing Hub, Oracle CX, Oracle Eloqua
- Perplexity Sonar: Salesforce Commerce Cloud; alternatives Adobe Commerce, Oracle NetSuite Commerce, SAP Commerce Cloud, commercetools
- Grok 4.20: Salesforce Marketing Cloud; alternatives Adobe Experience Cloud, HubSpot Marketing Hub, Oracle Marketing
- Mistral Small: OroCommerce, Salesforce B2B Commerce; alternatives Adobe Commerce, Oracle NetSuite Commerce, Shopify
- DeepSeek V4 Flash: Adobe Commerce; alternatives Adobe Marketo Engage, BigCommerce, Salesforce Commerce Cloud, Salesforce Marketing Cloud
- Llama 4 Maverick: no first choice
- Qwen 3.7 Flash: Salesforce Commerce Cloud, Salesforce Marketing Cloud; alternatives Adobe Experience Cloud, HubSpot Marketing Hub, Microsoft Dynamics 365 Sales, Veeva Systems
- Kimi K2: Adobe Commerce, Adobe Marketo Engage; alternatives BigCommerce B2B Edition, Klaviyo, Salesforce B2B Commerce, Salesforce Marketing Cloud Account Engagement
- GLM 4.7 FlashX: Salesforce B2B Commerce; alternatives Adobe Marketo Engage, BigCommerce, Bloomreach, SAP Commerce Cloud
- MiniMax M2.5: Salesforce Commerce Cloud; alternatives Adobe Commerce, Oracle NetSuite Commerce, Shopify
- GPT-6 Luna: Adobe Marketo Engage; alternatives HubSpot Marketing Hub, Salesforce Marketing Cloud Account Engagement
- Muse Glimmer 30B: Adobe Marketo Engage, Salesforce B2B Commerce, Salesforce Commerce Cloud; alternatives Adobe Commerce, Oracle NetSuite Commerce, Salesforce Marketing Cloud Account Engagement, formerly Pardot

## Sources the answers cite

73 of 84 answers came back with a source list, from 14 of 14 models. Sites named in the most answers:

- shopify.com: 34 answers, 74 citations
- gane.ai/index: 15 answers, 19 citations
- ciopages.com: 15 answers, 16 citations
- linkedin.com: 15 answers, 16 citations
- learn.g2.com: 15 answers, 15 citations
- klaviyo.com: 14 answers, 23 citations
- g2.com: 14 answers, 20 citations
- forbes.com: 14 answers, 14 citations

Pages named in the most answers:

- https://shopify.com/enterprise/blog/b2b-ecommerce-platforms (19 answers)
- https://gane.ai/index/gtm/marketing/ecommerce-marketing/enterprise (14 answers)
- https://learn.g2.com/best-ecommerce-platforms (14 answers)
- https://woocommerce.com/posts/enterprise-ecommerce-platforms (11 answers)
- https://ciopages.com/buyer-guides/marketing-automation (9 answers)
- https://shopify.com/enterprise/blog/ecommerce-platform-comparison (9 answers)
- https://bigcommerce.com/articles/ecommerce/software (7 answers)
- https://ciopages.com/buyer-guides/ecommerce-platform (7 answers)
- https://elasticpath.com/blog/best-enterprise-ecommerce-platforms (7 answers)
- https://forbes.com/advisor/business/software/best-b2b-ecommerce-platform (7 answers)

## Warned against

- Mailchimp: 11 of 11 labels negative. "Mailchimp is commonly flagged for exponential pricing as contacts grow, limited automation depth and a list-based counting model that penalises large, multi-brand audiences." (Muse Glimmer 30B, negative prompt)
- Klaviyo: 17 of 37 labels negative. "Platforms to Avoid or Be Highly Cautious About
1. Klaviyo ... Built for DTC/mid-market ecommerce, not enterprise architecture." (Grok 4.20, negative prompt)
- Shopify: 11 of 38 labels negative. "Platforms to Avoid or Use with Caution ... Shopify (Standard Plans) - Major limitations: "Storefront / commerce platforms that are generally too limiting at enterprise scale"" (GLM 4.7 FlashX, negative prompt)
- Adobe Commerce: 11 of 35 labels negative. "considered a monolithic platform that may not be suitable for large enterprises due to its complexity and scalability issues" (Llama 4 Maverick, negative prompt)

## Movement since October 2026

Floor: 11 points of share, measured on the calibration repeat.
New leader: Salesforce Marketing Cloud (15%) to Adobe Marketo Engage (27%). Margin 7 points, within noise.

- Adobe Marketo Engage: 15% to 27%, +12. Cleared the floor by 1 point · rank 2 → 1 of 104.
- Shopify: 4% to 10%, +6. Inside the floor by 5 points · rank 8 → 3 of 104.
- Salesforce Marketing Cloud: 15% to 20%, +5. Inside the floor by 6 points · rank 1 → 2 of 104.
- Braze: 4% to 0%, −4. Inside the floor by 7 points · rank 10 → 17 of 104.
- Salesforce Commerce Cloud: 11% to 8%, −3. Inside the floor by 8 points · rank 3 → 4 of 104.
- Adobe Commerce: 7% to 4%, −3. Inside the floor by 8 points · rank 5 → 8 of 104.
- Adobe Experience Cloud: 2% to 4%, +2. Inside the floor by 9 points · rank 11 → 7 of 104.
- BigCommerce: 4% to 2%, −2. Inside the floor by 9 points · rank 9 of 104, unchanged.
- Klaviyo: 2% to 0%, −2. Inside the floor by 9 points · rank 12 → 83 of 104.
- HubSpot Marketing Hub: 9% to 8%, −1. Inside the floor by 10 points · rank 4 → 5 of 104.
- Bloomreach: 0% to 0%, ±0. Inside the floor by 11 points · rank 25 → 16 of 104.
- commercetools: 0% to 0%, ±0. Inside the floor by 11 points · rank 23 → 18 of 104.

## Record

- Method: https://www.gane.ai/index/gtm/methodology
- License: CC BY 4.0. Cite as Gane Index, November 2026 Edition, www.gane.ai/index/gtm.