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

Gane Index, October 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/2026-10/enterprise

This is the permanent record of the October 2026 Edition, published October 1, 2026 and superseded since. The current standing: https://www.gane.ai/index/gtm/marketing/ecommerce-marketing/enterprise/index.md

**Standing:** Salesforce Marketing Cloud (tied with Adobe Marketo Engage) leads with 15% of first choices; verdict contested. 54 first choices across the direct, paraphrase, budget and scale prompts.

## First-choice share

| Rank | Product | Share | Negative rate | Labels |
|---|---|---|---|---|
| 1 | [Salesforce Marketing Cloud](https://www.gane.ai/index/gtm/vendors/salesforce-marketing-cloud/index.md) | 15% | 11% | 37 |
| 2 | [Adobe Marketo Engage](https://www.gane.ai/index/gtm/vendors/adobe-marketo-engage/index.md) | 15% | 5% | 21 |
| 3 | [Salesforce Commerce Cloud](https://www.gane.ai/index/gtm/vendors/salesforce-commerce-cloud/index.md) | 11% | 12% | 32 |
| 4 | [HubSpot Marketing Hub](https://www.gane.ai/index/gtm/vendors/hubspot-marketing-hub/index.md) | 9% | 33% | 27 |
| 5 | [Adobe Commerce](https://www.gane.ai/index/gtm/vendors/adobe-commerce/index.md) | 7% | 24% | 38 |
| 8 | [Shopify](https://www.gane.ai/index/gtm/vendors/shopify/index.md) | 4% | 22% | 37 |
| 9 | [BigCommerce](https://www.gane.ai/index/gtm/vendors/bigcommerce/index.md) | 4% | 12% | 26 |
| 10 | [Braze](https://www.gane.ai/index/gtm/vendors/braze/index.md) | 4% | 11% | 18 |
| 12 | [Klaviyo](https://www.gane.ai/index/gtm/vendors/klaviyo/index.md) | 2% | 38% | 29 |
| 22 | [SAP Commerce Cloud](https://www.gane.ai/index/gtm/vendors/sap-commerce-cloud/index.md) | 0% | 16% | 19 |
| 23 | [commercetools](https://www.gane.ai/index/gtm/vendors/commercetools/index.md) | 0% | 0% | 10 |

Rank is by share of first choices among all 118 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: Salesforce Commerce Cloud; alternatives Adobe Commerce, BigCommerce, Oracle Commerce, SAP Commerce Cloud
- GPT-5.4 mini: Salesforce Commerce Cloud, Salesforce Marketing Cloud; alternatives Adobe Commerce, Adobe Experience Cloud, Oracle B2B Commerce
- Gemini 3.5 Flash: HubSpot Marketing Hub; alternatives Adobe Commerce, Adobe Marketo Engage, Salesforce Commerce Cloud, Salesforce Marketing Cloud Account Engagement
- Perplexity Sonar: Adobe Commerce, Salesforce Commerce Cloud; alternatives BigCommerce, SAP Commerce Cloud
- Grok 4.20: Salesforce Commerce Cloud; alternatives Adobe Commerce, BigCommerce, SAP Commerce Cloud, Salesforce Marketing Cloud
- Mistral Small: SparkLayer, VTEX; alternatives Adobe Commerce, BigCommerce, Shopify
- DeepSeek V4 Flash: Adobe Commerce, Salesforce Commerce Cloud; alternatives Adobe Marketo Engage, BigCommerce, HubSpot Marketing Hub, Klaviyo
- Llama 4 Maverick: no first choice
- Qwen 3.7 Flash: Adobe Commerce; alternatives BigCommerce, Salesforce Commerce Cloud, Shopify
- Kimi K2: OroCommerce; alternatives Adobe Commerce, SAP Commerce Cloud, Salesforce B2B Commerce
- GLM 4.7 FlashX: Salesforce B2B Commerce; alternatives ActiveCampaign, Adobe Commerce, BigCommerce B2B Edition, HubSpot Marketing Hub
- MiniMax M2.5: Adobe Commerce; alternatives BigCommerce B2B Edition, OroCommerce, SAP Commerce Cloud, Shopify
- GPT-6 Luna: Adobe Marketo Engage; alternatives Adobe Commerce, Salesforce B2B Commerce, Salesforce Marketing Cloud Account Engagement
- Muse Glimmer 30B: Adobe Marketo Engage, Salesforce Marketing Cloud; alternatives Adobe Commerce, Adobe Real-Time CDP, BigCommerce, Salesforce B2B Commerce

## 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: 30 answers, 39 citations
- netsolutions.com: 23 answers, 28 citations
- bigcommerce.com: 22 answers, 27 citations
- elogic.co: 21 answers, 24 citations
- virtocommerce.com: 18 answers, 19 citations
- drip.com: 18 answers, 18 citations
- maestra.io: 17 answers, 28 citations
- ventureharbour.com: 15 answers, 18 citations

Pages named in the most answers:

- https://netsolutions.com/insights/enterprise-ecommerce-platforms (18 answers)
- https://drip.com/blog/best-marketing-automation-platforms (17 answers)
- https://getresponse.com/blog/best-enterprise-ecommerce-solutions (13 answers)
- https://edesk.com/blog/best-enterprise-ecommerce-platforms (11 answers)
- https://maestra.io/blog/comparisons/best-enterprise-marketing-platforms (11 answers)
- https://shopify.com/ae/enterprise/blog/b2b-ecommerce-platforms (11 answers)
- https://amzprep.com/top-25-ecommerce-platforms-north-america (10 answers)
- https://digitalapplied.com/blog/marketing-automation-platform-comparison-2026 (10 answers)
- https://maropost.com/blog/best-email-marketing-platforms-ecommerce (10 answers)
- https://ventureharbour.com/top-enterprise-email-marketing-automation-crm (10 answers)

## Warned against

- Klaviyo: 11 of 29 labels negative. "typically chosen over per-seat/contact tools like HubSpot, Klaviyo or Omnisend" (Muse Glimmer 30B, budget prompt)
- Shopify: 8 of 37 labels negative. "Storefront / commerce platforms that are generally too limiting at enterprise scale... Shopify Standard / Shopify Plus for complex global commerce" (Muse Glimmer 30B, negative prompt)
- Mailchimp: 9 of 9 labels negative. "Platforms to Avoid (Strictly SMB/Mid-Market Tools)... Mailchimp has attempted to move upmarket but remains ill-suited for enterprise-grade ecommerce." (Gemini 3.5 Flash, negative prompt)
- Adobe Commerce: 9 of 38 labels negative. "here are e-commerce platforms that large enterprises should avoid or approach with caution: ... Magento/Adobe Commerce" (MiniMax M2.5, negative prompt)

## Movement since September 2026

Floor: 11 points of share, measured on the calibration repeat.
New leader: Adobe Marketo Engage (22%) to Salesforce Marketing Cloud (13%). Margin 2 points, within noise.

- Salesforce Commerce Cloud: 2% to 13%, +11. Cleared the floor by 0 points · rank 10 → 2 of 109.
- Adobe Marketo Engage: 22% to 11%, −11. Cleared the floor by 0 points · rank 1 → 3 of 109.
- Salesforce Marketing Cloud: 20% to 13%, −7. Inside the floor by 4 points · rank 2 → 1 of 109.
- BigCommerce: 9% to 4%, −5. Inside the floor by 6 points · rank 3 → 9 of 109.
- HubSpot Marketing Hub: 7% to 11%, +4. Inside the floor by 7 points · rank 6 → 4 of 109.
- Braze: 0% to 4%, +4. Inside the floor by 7 points · rank 17 → 10 of 109.
- Elastic Path Composable Commerce: 4% to 0%, −4. Inside the floor by 7 points · rank 8 → 81 of 109.
- Shopify: 7% to 4%, −3. Inside the floor by 8 points · rank 4 → 8 of 109.
- Adobe Commerce: 7% to 9%, +2. Inside the floor by 9 points · rank 5 of 109, unchanged.
- Klaviyo: 4% to 2%, −2. Inside the floor by 9 points · rank 7 → 12 of 109.
- SAP Commerce Cloud: 2% to 0%, −2. Inside the floor by 9 points · rank 11 → 19 of 109.
- commercetools: 0% to 0%, ±0. Inside the floor by 11 points · rank 18 → 20 of 109.

## Record

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