# Ecommerce platforms: 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 a mid-market B2B company. Page: https://www.gane.ai/index/gtm/revops/ecommerce-platforms/2026-11

**Standing:** BigCommerce B2B Edition leads with 45% of first choices; verdict clear leader. 58 first choices across the direct, paraphrase, budget and scale prompts.

## First-choice share

| Rank | Product | Share | Negative rate | Labels |
|---|---|---|---|---|
| 1 | [BigCommerce B2B Edition](https://www.gane.ai/index/gtm/vendors/bigcommerce-b2b-edition/index.md) | 45% | 8% | 61 |
| 2 | [Shopify](https://www.gane.ai/index/gtm/vendors/shopify/index.md) | 19% | 14% | 73 |
| 3 | [WooCommerce](https://www.gane.ai/index/gtm/vendors/woocommerce/index.md) | 17% | 27% | 44 |
| 4 | [Big Cartel](https://www.gane.ai/index/gtm/vendors/big-cartel/index.md) | 3% | 10% | 10 |
| 6 | [Adobe Commerce](https://www.gane.ai/index/gtm/vendors/adobe-commerce/index.md) | 2% | 36% | 56 |
| 8 | [Wix](https://www.gane.ai/index/gtm/vendors/wix/index.md) | 2% | 38% | 24 |
| 13 | [OroCommerce](https://www.gane.ai/index/gtm/vendors/orocommerce/index.md) | 0% | 0% | 15 |
| 14 | [Square Online](https://www.gane.ai/index/gtm/vendors/square-online/index.md) | 0% | 8% | 13 |
| 15 | [Ecwid](https://www.gane.ai/index/gtm/vendors/ecwid/index.md) | 0% | 0% | 10 |
| 16 | [commercetools](https://www.gane.ai/index/gtm/vendors/commercetools/index.md) | 0% | 0% | 10 |
| 18 | [Shift4Shop](https://www.gane.ai/index/gtm/vendors/shift4shop/index.md) | 0% | 10% | 10 |
| 20 | [Salesforce Commerce Cloud](https://www.gane.ai/index/gtm/vendors/salesforce-commerce-cloud/index.md) | 0% | 23% | 13 |

Rank is by share of first choices among all 62 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: Shopify; alternatives BigCommerce B2B Edition, NetSuite Commerce, SAP Commerce Cloud
- GPT-5.4 mini: BigCommerce B2B Edition; alternatives Adobe Commerce, Salesforce B2B Commerce, Shopify, Spryker
- Gemini 3.5 Flash: BigCommerce B2B Edition; alternatives OroCommerce, Sana Commerce, Shopify
- Perplexity Sonar: BigCommerce B2B Edition; alternatives OroCommerce, SAP Commerce Cloud, Salesforce B2B Commerce, Shopify
- Grok 4.20: BigCommerce B2B Edition; alternatives Adobe Commerce, OroCommerce, Shopify
- Mistral Small: BigCommerce B2B Edition; alternatives OroCommerce, Shopify
- DeepSeek V4 Flash: BigCommerce B2B Edition; alternatives Adobe Commerce, OroCommerce, Shopify
- Llama 4 Maverick: BigCommerce B2B Edition
- Qwen 3.7 Flash: Adobe Commerce; alternatives BigCommerce B2B Edition, Shopify
- Kimi K2: BigCommerce B2B Edition; alternatives Adobe Commerce, Shopify
- GLM 4.7 FlashX: BigCommerce B2B Edition; alternatives Shopify
- MiniMax M2.5: BigCommerce B2B Edition; alternatives OroCommerce
- GPT-6 Luna: BigCommerce B2B Edition; alternatives Adobe Commerce, Shopify, commercetools
- Muse Glimmer 30B: BigCommerce B2B Edition; alternatives OroCommerce, Sana Commerce, Shopify, Shopify B2B

## Sources the answers cite

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

- shopify.com: 32 answers, 68 citations
- forbes.com: 30 answers, 30 citations
- bigcommerce.com: 17 answers, 22 citations
- oroinc.com: 12 answers, 14 citations
- amzprep.com: 11 answers, 12 citations
- guideflow.com: 11 answers, 11 citations
- virtocommerce.com: 9 answers, 13 citations
- help.shopify.com: 8 answers, 10 citations

Pages named in the most answers:

- https://forbes.com/advisor/business/software/best-b2b-ecommerce-platform (14 answers)
- https://forbes.com/advisor/business/software/best-ecommerce-platform (13 answers)
- https://amzprep.com/top-25-ecommerce-platforms-north-america (11 answers)
- https://shopify.com/enterprise/blog/b2b-ecommerce-platforms (9 answers)
- https://10web.io/blog/cheapest-ecommerce-platform (8 answers)
- https://oroinc.com/b2b-ecommerce/blog/best-ecommerce-platforms-for-medium-business (8 answers)
- https://shopify.com/enterprise/blog/ecommerce-platform-comparison (8 answers)
- https://technologyadvice.com/blog/sales/best-ecommerce-platforms (8 answers)
- https://usatoday.com/money/blueprint/business/website-builders/best-ecommerce-platform (8 answers)
- https://diztinct.com/blog/top-ecommerce-platforms-for-b2b-in-2024 (7 answers)

## Warned against

- Adobe Commerce: 20 of 56 labels negative. "Official support ended in June 2020. Running a Magento 1 store today exposes you to massive security risks" (Gemini 3.5 Flash, negative prompt)
- Squarespace Commerce: 10 of 26 labels negative. "Wix and Squarespace: These platforms are not built for selling" (Llama 4 Maverick, negative prompt)
- Shopify: 10 of 73 labels negative. "it has some limitations, such as higher long-term costs and limited deep customization... if you sell regulated products, Shopify may not be the best choice" (Llama 4 Maverick, negative prompt)
- WooCommerce: 12 of 44 labels negative. "Good if you want flexibility, but it's self-hosted, so you're responsible for hosting, security patching, compliance, and plugin maintenance." (GPT-5.4 mini, negative prompt)

## Movement since October 2026

Floor: 11 points of share, measured on the calibration repeat.
Same leader: BigCommerce B2B Edition at 45%.

- Square Online: 5% to 0%, −5. Inside the floor by 6 points · rank 4 → 14 of 62.
- WooCommerce: 13% to 17%, +4. Inside the floor by 7 points · rank 3 of 62, unchanged.
- Shopify: 22% to 19%, −3. Inside the floor by 8 points · rank 2 of 62, unchanged.
- BigCommerce B2B Edition: 47% to 45%, −2. Inside the floor by 9 points · rank 1 of 62, unchanged.
- Adobe Commerce: 0% to 2%, +2. Inside the floor by 9 points · rank 10 → 6 of 62.
- Wix: 0% to 2%, +2. Inside the floor by 9 points · rank 14 → 8 of 62.
- OroCommerce: 2% to 0%, −2. Inside the floor by 9 points · rank 7 → 13 of 62.
- Big Cartel: 4% to 3%, −1. Inside the floor by 10 points · rank 5 → 4 of 62.
- Ecwid: 0% to 0%, ±0. Inside the floor by 11 points · rank 12 → 15 of 62.
- commercetools: 0% to 0%, ±0. Inside the floor by 11 points · rank 15 → 16 of 62.
- Shift4Shop: 0% to 0%, ±0. Inside the floor by 11 points · rank 60 → 18 of 62.
- Salesforce Commerce Cloud: 0% to 0%, ±0. Inside the floor by 11 points · rank 11 → 20 of 62.

## 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.