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

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

**Standing:** Shopify leads with 31% 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 | [Shopify](https://www.gane.ai/index/gtm/vendors/shopify/index.md) | 31% | 17% | 69 |
| 2 | [Adobe Commerce](https://www.gane.ai/index/gtm/vendors/adobe-commerce/index.md) | 20% | 36% | 70 |
| 3 | [SAP Commerce Cloud](https://www.gane.ai/index/gtm/vendors/sap-commerce-cloud/index.md) | 16% | 28% | 50 |
| 4 | [BigCommerce B2B Edition](https://www.gane.ai/index/gtm/vendors/bigcommerce-b2b-edition/index.md) | 12% | 10% | 63 |
| 5 | [Salesforce B2B Commerce](https://www.gane.ai/index/gtm/vendors/salesforce-b2b-commerce/index.md) | 10% | 0% | 15 |
| 6 | [Salesforce Commerce Cloud](https://www.gane.ai/index/gtm/vendors/salesforce-commerce-cloud/index.md) | 6% | 19% | 52 |
| 8 | [OroCommerce](https://www.gane.ai/index/gtm/vendors/orocommerce/index.md) | 2% | 0% | 11 |
| 9 | [commercetools](https://www.gane.ai/index/gtm/vendors/commercetools/index.md) | 0% | 12% | 42 |
| 10 | [Elastic Path Composable Commerce](https://www.gane.ai/index/gtm/vendors/elastic-path-composable-commerce/index.md) | 0% | 0% | 10 |
| 38 | [Oracle CX Commerce](https://www.gane.ai/index/gtm/vendors/oracle-cx-commerce/index.md) | 0% | 40% | 15 |
| 69 | [WooCommerce](https://www.gane.ai/index/gtm/vendors/woocommerce/index.md) | 0% | 86% | 14 |

Rank is by share of first choices among all 69 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: SAP Commerce Cloud; alternatives Adobe Experience Manager (AEM) with Commerce, Magento Commerce, NetSuite Commerce, Oracle CX Commerce
- GPT-5.4 mini: Salesforce B2B Commerce, Shopify; alternatives Adobe Commerce, BigCommerce B2B Edition, SAP Commerce Cloud, commercetools
- Gemini 3.5 Flash: no first choice; alternatives Adobe Commerce, BigCommerce B2B Edition, SAP Commerce Cloud, Salesforce Commerce Cloud
- Perplexity Sonar: SAP Commerce Cloud; alternatives Adobe Commerce, BigCommerce B2B Edition, Elastic Path Composable Commerce, Salesforce B2B Commerce
- Grok 4.20: Salesforce Commerce Cloud; alternatives Adobe Commerce (Magento) – B2B Edition, BigCommerce B2B Edition, Oracle NetSuite SuiteCommerce, Shopify
- Mistral Small: Adobe Commerce, Salesforce B2B Commerce, Shopify; alternatives BigCommerce B2B Edition, Oracle NetSuite SuiteCommerce, OroCommerce, SAP Commerce Cloud
- DeepSeek V4 Flash: Adobe Commerce, Shopify; alternatives BigCommerce B2B Edition, Oracle NetSuite SuiteCommerce, OroCommerce
- Llama 4 Maverick: no first choice
- Qwen 3.7 Flash: Adobe Commerce; alternatives BigCommerce B2B Edition, SAP Commerce Cloud, Salesforce Commerce Cloud, Shopify
- Kimi K2: Adobe Commerce; alternatives BigCommerce B2B Edition, OroCommerce, Salesforce Commerce Cloud, Shopify
- GLM 4.7 FlashX: Adobe Commerce, BigCommerce B2B Edition; alternatives Oracle CX Commerce, SAP Commerce Cloud, Salesforce Commerce Cloud
- MiniMax M2.5: no first choice
- GPT-6 Luna: BigCommerce B2B Edition; alternatives Adobe Commerce, SAP Commerce Cloud, Salesforce B2B Commerce, Shopify
- Muse Glimmer 30B: no first choice; alternatives Adobe Commerce, Oracle NetSuite SuiteCommerce / Oracle NetSuite Commerce, OroCommerce, SAP Commerce Cloud

## Sources the answers cite

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

- shopify.com: 56 answers, 131 citations
- forbes.com: 31 answers, 37 citations
- elogic.co: 23 answers, 25 citations
- bigcommerce.com: 20 answers, 32 citations
- virtocommerce.com: 18 answers, 21 citations
- netsolutions.com: 18 answers, 19 citations
- elasticpath.com: 18 answers, 18 citations
- oroinc.com: 14 answers, 23 citations

Pages named in the most answers:

- https://shopify.com/enterprise/blog/b2b-ecommerce-platforms (32 answers)
- https://forbes.com/advisor/business/software/best-b2b-ecommerce-platform (17 answers)
- https://elasticpath.com/blog/best-enterprise-ecommerce-platforms (16 answers)
- https://forbes.com/advisor/business/software/best-enterprise-ecommerce-platforms (15 answers)
- https://elogic.co/blog/enterprise-ecommerce-platform-comparison (14 answers)
- https://learn.g2.com/best-ecommerce-platforms (14 answers)
- https://netsolutions.com/insights/enterprise-ecommerce-platforms (11 answers)
- https://shopify.com/enterprise/blog/ecommerce-platform-comparison (10 answers)
- https://shopify.com/enterprise/blog/top-enterprise-ecommerce-platforms (10 answers)
- https://shopify.com/enterprise/blog/how-to-choose-a-b2b-ecommerce-platform (8 answers)

## Warned against

- Adobe Commerce: 25 of 70 labels negative. "Legacy on-premise or self-hosted platforms (like *Adobe Commerce/Magento* or *SAP Commerce Cloud*) often lead to unpredictable costs" (Gemini 3.5 Flash, budget prompt)
- Shopify: 12 of 69 labels negative. "frequently cited as too limiting for complex global commerce at enterprise scale" (Mistral Small, negative prompt)
- WooCommerce: 12 of 14 labels negative. "Platforms enterprises are generally advised to avoid / use with caution ... WooCommerce is listed with 77% negative labelling" (Muse Glimmer 30B, negative prompt)
- SAP Commerce Cloud: 14 of 50 labels negative. "Legacy on-premise or self-hosted platforms (like *Adobe Commerce/Magento* or *SAP Commerce Cloud*) often lead to unpredictable costs" (Gemini 3.5 Flash, budget prompt)

## Movement since October 2026

Floor: 11 points of share, measured on the calibration repeat.
Same leader: Shopify at 31%.

- SAP Commerce Cloud: 27% to 16%, −11. Cleared the floor by 0 points · rank 2 → 3 of 69.
- Adobe Commerce: 12% to 20%, +8. Inside the floor by 3 points · rank 3 → 2 of 69.
- Salesforce B2B Commerce: 4% to 10%, +6. Inside the floor by 5 points · rank 6 → 5 of 69.
- BigCommerce B2B Edition: 8% to 12%, +4. Inside the floor by 7 points · rank 4 of 69, unchanged.
- Salesforce Commerce Cloud: 4% to 6%, +2. Inside the floor by 9 points · rank 5 → 6 of 69.
- Spryker: 2% to 0%, −2. Inside the floor by 9 points · rank 7 → 36 of 69.
- Oracle CX Commerce: 2% to 0%, −2. Inside the floor by 9 points · rank 8 → 38 of 69.
- Shopify: 31% to 31%, ±0. Inside the floor by 11 points · rank 1 of 69, unchanged.
- OroCommerce: 2% to 2%, ±0. Inside the floor by 11 points · rank 9 → 8 of 69.
- commercetools: 0% to 0%, ±0. Inside the floor by 11 points · rank 13 → 9 of 69.
- Elastic Path Composable Commerce: 0% to 0%, ±0. Inside the floor by 11 points · rank 14 → 10 of 69.
- WooCommerce: 0% to 0%, ±0. Inside the floor by 11 points · rank 77 → 69 of 69.

## 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.