Every category where a model named BigCommerce for a mid-market B2B company. Share is first choices across the direct, paraphrase, budget and scale prompts; rank is within every product named in that category.

Category	Function	Share	Rank	Negative rate	Labels	Quadrant
Ecommerce platforms	Revenue operations	18%	2 of 98	3%	38	accepted challenger
Ecommerce marketing	Marketing	6%	6 of 154	8%	12	accepted challenger
Content management systems for marketing sites	Marketing	0%	41 of 62	50%	2	under 10 labels · led by WordPress at 33%

Movement

This is the first edition on this tier, so no move can be computed for BigCommerce yet. The next is due October 1, 2026. From the next edition this section shows, per buyer segment, whether its share moved by more than the measured noise floor.

By model

How each model treated BigCommerce across every prompt where it was named for a mid-market B2B company. Twelve models, six prompts per category.

Model	First choice	Alternative	Mention	Negative	Labels
Claude Haiku 4.5	0	1	2	0	3
GPT-5.4 mini	1	2	1	0	4
Gemini 3.5 Flash	0	2	1	0	3
Perplexity Sonar	1	1	2	0	4
Grok 4.1 Fast	0	4	0	2	6
Mistral Small	0	3	1	0	4
DeepSeek V4 Flash	2	1	0	1	4
Llama 4 Maverick	2	1	1	0	4
Qwen 3.7 Flash	0	2	2	0	4
Kimi K2	1	3	0	0	4
GLM 4.7 FlashX	3	5	0	0	8
MiniMax M2.5	2	1	1	0	4

By framing

Which of the six questions produced the naming. By model says how often; this says asked what. The first-choice count on the right carries the marks of the models that produced it.

FramingLabels by classFirst choices

Direct40 labels9

Paraphrase21 labels10

Comparative52 labels2not counted in share

Budget-constrained36 labels14

Scale-constrained24 labels5

Negative44 labels4not counted in share

First choiceAlternativeMentionNegative217 labels in all, every segment counted; 38 of the 44 first choices count toward share, since the comparative and negative framings do not. The bar is one segment per label class, to scale within the framing.

What the models said for it

Verbatim evidence the judge attached to positive labels.

“Best overall budget pick for a full store: BigCommerce Standard at $29/month is a strong low-cost option” Perplexity Sonar · Ecommerce · budget prompt · first choice

“The best ecommerce marketing platform for a company with a limited budget is BigCommerce Standard at $29/month” Llama 4 Maverick · Ecommerce marketing · budget prompt · first choice

“If you can stretch to ~$29/month, BigCommerce offers the best long-term value with zero transaction fees.” DeepSeek V4 Flash · Ecommerce · budget prompt · first choice

“Start with Shopify Plus or BigCommerce Enterprise unless you have specific complexity” Kimi K2 · Ecommerce · scale prompt · first choice

And against it

Verbatim evidence attached to negative labels. A warning on a product with few labels is a warning; on a product with many, it is one voice among them.

“Others to Skip ... Optimization pain unless DTC-heavy” Grok 4.1 Fast · Marketing CMS · negative prompt · hard negative

“Complaints: Terrible customer service (unresponsive, hard to reach); recent Trustpilot spikes in negativity.” Grok 4.1 Fast · Ecommerce marketing · negative prompt · soft negative

“Trustpilot rating of only 1.4/5 ("Bad")” DeepSeek V4 Flash · Ecommerce · negative prompt · soft negative

Named alongside

The products named in the same answers as BigCommerce, over the 216 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and BigCommerce was named but was not.

ProductSame answerTook the first choice insteadHead to head

Shopify199 of 21665Not in the top three

Adobe Commerce117 of 21610Not in the top three

WooCommerce108 of 21610Compare →

Salesforce Commerce Cloud77 of 2161Not in the top three

commercetools53 of 2162Not in the top three

SAP Commerce Cloud47 of 2162Not in the top three

Square Online43 of 21610Not in the top three

Wix42 of 2163Not in the top three

Squarespace42 of 2160Not in the top three

Ecwid31 of 2160Not in the top three

A head-to-head page exists where both products are in a category's top three. The other rows are the same fact without a page behind them, so they link to the product instead.

What carried it into the answer

The sites and pages cited by the answers that named BigCommerce. A fact about retrieval, not a lever on the model.

Citations exist only for the models that return a source list, four of the twelve in this edition, so these counts come from 37 of the 216 answers that named BigCommerce and are not a share of its labels.

Domains cited

bigcommerce.comYour site25

shopify.com24

forbes.com14

learn.g2.com14

oroinc.com10

virtocommerce.com10

guideflow.com9

sparklayer.io9

elasticpath.com7

clarity-ventures.com6

103 of the 128 domain citations in answers naming BigCommerce came from somebody else's page.

Pages cited

learn.g2.com/best-ecommerce-platforms14

shopify.com/enterprise/blog/b2b-ecommerce-platforms10

forbes.com/advisor/business/software/best-ecommerce-platform9

sparklayer.io/best-enterprise-ecommerce-platforms8

elasticpath.com/blog/best-enterprise-ecommerce-platforms7

shopify.com/blog/best-ecommerce-platform-small-business7

bigcommerce.com/articles/b2b-ecommerce/b2b-ecommerce-platforms6

clarity-ventures.com/ecommerce/enterprise-ecommerce-solutions-guide6

Pages are listed as the models cited them.

Names read as BigCommerce

What the judge wrote, as written, with how often. The vendor table decides that these count as BigCommerce; a claim can dispute any of them.

BigCommerce Standard 5BigCommerce Enterprise 3BigCommerce (Performance Plan + B2B Edition) 1

Is this your product?

Claim this page

Claiming is free and changes nothing in the data. A claimed page shows a verified contact who is told when each edition publishes and when BigCommerce's standing changes by more than the noise floor; the right to propose corrections to the vendor table, meaning names the judge wrote that should or should not read as BigCommerce, applied by version and listed in the change log; and a one-line description supplied by the vendor and marked as such.

It does not get any change to labels, shares or verdicts, any preview, or any say over which quotes appear. A verification link goes to your work email; an address at bigcommerce.com is approved on the spot, any other address is reviewed by hand.

Your name and company appear on the claimed page, or the company alone if you ask below. A title and a LinkedIn address appear there too if you give them, and are left off if you do not. Your email address is never published.