Ecommerce platforms for enterprise buyers
Asked as “ecommerce platform”, and as “online store platform”, on behalf of an enterprise B2B company. 38 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing · first-choice share
34%
Contested · Shopify 29%
34Adobe Commerce29Shopify13OroCommerce24others
34% of first choices, contested.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment; they sit side by side and are never added together.
The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all twelve models, for an enterprise B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Show the five products at 0%, ordered by negative rate
Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its product page.
Head to head
BigCommerce B2B Edition vs WooCommerceBigCommerce B2B Edition vs ShopifyBigCommerce B2B Edition vs Square Online
Head-to-head pages are published for mid-market buyers, so these open on mid-market figures, not enterprise.All fifteen head-to-head pages: the top six products, each against each
Recommended versus criticized
Every product with at least 10 labels here, on both axes. The 30% line names a quadrant, not the verdict above: that one needs more than 40%.
Criticized challengerCriticized default
Negative label rate →
01
02O03
04
05
06
07
08S09
10
11Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01Adobe Commerce34%
Adobe Commerce34%02Shopify29%
Shopify29%03OroCommerce13%
04BigCommerce B2B Edition11%
BigCommerce B2B Edition11%05SAP Commerce Cloud5%
SAP Commerce Cloud5%06Salesforce Commerce Cloud3%
Salesforce Commerce Cloud3%07commercetools0%
commercetools0%08Elastic Path Composable Commerce0%
Elastic Path Composable Commerce0%09Spryker0%
10VTEX0%
VTEX0%11Oracle CX Commerce0%
Oracle CX Commerce0%What they warned about
Four of twelve models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, Grok 4.20, DeepSeek V4 Flash, Llama 4 Maverick, Kimi K2 and MiniMax M2.5 changed. A high negative share on a product with few labels is a warning. A low share on a product with many labels is salience, not sentiment.
Adobe Commerce22%
13 of 60 labels negative · 11 of 12 models · 3 hard negative
“## What to Avoid for Predictable Costs ### Adobe Commerce (Magento)” GLM 4.7 FlashX, budget prompt
Salesforce Commerce Cloud33%
15 of 46 labels negative · 10 of 12 models · 3 hard negative
“here are the ecommerce platforms that large enterprises should avoid or approach with extreme caution... 1. Salesforce Commerce Cloud Major Red Flags:” Mistral Small, negative prompt
Shopify20%
12 of 60 labels negative · 8 of 12 models · 1 hard negative
“Platforms to Avoid ... Shopify Plus (for complex enterprise needs) ⚠️ Approach with caution” GLM 4.7 FlashX, negative prompt
WooCommerce100%
6 of 6 labels negative · 6 of 12 models · 5 hard negative
“Better suited to smaller or WordPress-centric setups; can be less appropriate for complex enterprise governance and scale.” Perplexity Sonar, negative prompt
What they cite
Four of the twelve models returned a source list in this edition: four return the pages they cited.
Sites the answers cite
23 of 72 answers in this category came back with a source list, from 4 of 12 models: citations where the model returns them, or the search results it consulted. 287 links across 126 sites, every framing counted. Ranked by the number of answers carrying the site or page. The other 8 models searched through a gateway that returned no source list on this edition.
vendor site · BigCommerce12 answers · 14 citations · 3 models
10 answers · 16 citations · 3 models
vendor site · Shopify10 answers · 16 citations · 4 models
vendor site · Virto Commerce10 answers · 10 citations · 3 models
vendor site · SparkLayer9 answers · 9 citations · 3 models
8 answers · 8 citations · 3 models
7 answers · 7 citations · 3 models
7 answers · 7 citations · 3 models
7 answers · 7 citations · 3 models
vendor site · Elastic Path6 answers · 6 citations · 2 models
vendor site · WizCommerce5 answers · 6 citations · 3 models
5 answers · 5 citations · 2 models
Pages the answers cite
The ten pages named in the most answers, by full address. A page here is one the models returned with a recommendation, not one the index endorses.
9 answers · 3 models
8 answers · 3 models
7 answers · 3 models
6 answers · 3 models
6 answers · 2 models
6 answers · 3 models
5 answers · 3 models
5 answers · 4 models
5 answers · 3 models
4 answers · 2 models
Search against answers
Each company's standing in the answers beside its site's footprint in Google search, one row a site: the products the models named on it with their shares, and the share they add up to; monthly searches on Google, and DataForSEO's estimate of AI search demand (modeled from search signals, directional, not a count of queries to any assistant), for the most-searched of the company's and its products' names (the name is in each row's hover text); estimated monthly organic visits to the site; and its best position in Google's top ten for “best ecommerce platform”, “ecommerce platform”. US estimates from DataForSEO and Google's Ads Transparency Center. A small company's site, or a mid-sized company's site for its flagship, is marked company; a product on a large parent's site (Google, Microsoft) has no site figures. A column with no figures for this category is left out, and an empty cell means none were seen, not none exist. Two measurements side by side: neither is read as the cause of the other.
| Company and products | Share | Own site cited | Name searches, Google | AI search demand, est. | Organic visits | Paid search a month, est. | Google ads, last 30 days |
|---|---|---|---|---|---|---|---|
| Adobe parent site Adobe Commerce 34% | 34% | 192 | 1,220,000 | 117,563 | |||
| Shopify shopify.com Shopify 29%, Shopify Plus / Shopify Enterprise 3% | 32% | 299 | 1,000,000 | 38,067 | 3,486,997 | $3,351 | 110 |
| OroCommerce | 13% | 320 | 15 | ||||
| BigCommerce B2B Edition bigcommerce.com | 11% | 164 | 210 | 2 | 655,124 | $1,225 | 115 |
| SAP parent site SAP Commerce Cloud 5% | 5% | 87 | 135,000 | 74,309 | |||
| Salesforce parent site Salesforce Commerce Cloud 3%, Salesforce B2B Commerce 3% | 5% | 105 | 550,000 | 60,632 | |||
| commercetools commercetools.com | 0% | 59 | 1,600 | 54 | 6,834 | 27 | |
| Elastic Path Composable Commerce elasticpath.com | 0% | 8 | 10 | 0 | 6,225 | 7 | |
| Spryker spryker.com | 0% | 6 | 260 | 4 | 569 | ||
| VTEX vtex.com | 0% | 9 | 2,400 | 122 |
Google's top ten for the two searches hold 15 sites; 0 of them are among the sites the models cited here. The first result for “best ecommerce platform” is theretailexec.com.
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.ShowHide
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.
ShowHideModelDirect“What is the best ecommerce platform for an enterprise B2B company?”Paraphrase“Which online store platform would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade ecommerce platforms and how do they differ?”Budget-constrained“What is the best ecommerce platform for a large company that needs predictable total cost across thousands of users?”Scale-constrained“We are a 5,000 person company with SSO, SOC 2 and procurement review requirements evaluating an ecommerce platform. What should we look at?”Negative“Which ecommerce platforms should a large enterprise avoid or be cautious about?”
Claude Haiku 4.5Adobe Commerce, OroCommerce, SAP Commerce CloudOroCommerceChangedno first choiceShopifyno first choicenothing named
Two alternatives
BigCommerce B2B Edition, ShopifyFour alternatives
Adobe Commerce, SAP Commerce Cloud, Salesforce B2B Commerce, commercetoolsSix alternatives
Adobe Commerce, BigCommerce B2B Edition, Salesforce Commerce Cloud, Shopify, Shopware, commercetoolsTwo alternatives
Adobe Commerce, CarbonGPT-5.4 miniAdobe Commerce, Salesforce B2B CommerceShopify Plus / Shopify EnterpriseChangedno first choiceagainst: Oracle CX CommerceBigCommerce B2B Editionagainst: Adobe Commerce, Salesforce Commerce Cloudno first choicenothing named
Three alternatives
BigCommerce B2B Edition, SAP Commerce, commercetoolsFour alternatives
Adobe Commerce, SAP Commerce Cloud, Salesforce Commerce Cloud, commercetoolsOne alternative
ShopifyGemini 3.5 FlashOroCommerceShopifyChangedBigCommerce B2B Edition, ShopifyOroCommerceagainst: Salesforce Commerce Cloud, Shopify, VTEXno first choiceagainst: Adobe Commerce, IBM WebSphere, Oracle CX Commerce, SAP Commerce On-Premise, Salesforce Commerce Cloud, Shopify, Squarespace Commerce, Webflow eCommerce, Wix, WooCommerce
Six alternatives
Adobe Commerce, BigCommerce B2B Edition, SAP Commerce Cloud, Salesforce B2B Commerce, Shopify, commercetoolsFive alternatives
Adobe Commerce, SAP Commerce Cloud, Salesforce B2B Commerce, SparkLayer, commercetoolsFour alternatives
Adobe Commerce, SAP Commerce Cloud, Salesforce Commerce Cloud, commercetoolsThree alternatives
BigCommerce B2B Edition, CS-Cart, ShopwareThree alternatives
BigCommerce B2B Edition, Shopify, commercetoolsPerplexity SonarAdobe Commerceagainst: ShopifyAdobe CommerceHeldagainst: BigCommerce B2B Editionno first choiceBigCommerce B2B Editionagainst: Adobe Commerce, Elastic Path Composable Commerce, Salesforce Commerce Cloud, Shopifyno first choiceagainst: Shopify, Squarespace Commerce, Wix, WooCommerce
Six alternatives
BigCommerce B2B Edition, Elastic Path Composable Commerce, OroCommerce, SAP Commerce Cloud, Salesforce Commerce Cloud, commercetoolsTwo alternatives
OroCommerce, Salesforce Commerce CloudGrok 4.20no first choiceAdobe CommerceChangedShopifyShopifyagainst: Adobe Commerce, Salesforce Commerce Cloudno first choiceagainst: BigCommerce B2B Edition, Shopify, Squarespace Commerce, Wix, WooCommerce
Five alternatives
Adobe Commerce, BigCommerce B2B Edition, Salesforce Commerce Cloud, Shopify, commercetoolsThree alternatives
BigCommerce B2B Edition, Salesforce Commerce Cloud, ShopifyFive alternatives
Adobe Commerce, BigCommerce B2B Edition, SAP Commerce Cloud, Salesforce Commerce Cloud, commercetoolsOne alternative
BigCommerce B2B EditionMistral SmallAdobe CommerceAdobe CommerceHeldShopifyShopifyagainst: Adobe Commerce (Magento) Cloudno first choiceagainst: Adobe Commerce, BigCommerce B2B Edition, Core dna, SAP Commerce Cloud, Salesforce Commerce Cloud, Shopify
Six alternatives
BigCommerce B2B Edition, Elastic Path Composable Commerce, SAP Commerce Cloud, Salesforce Commerce Cloud, Shopify, commercetoolsFour alternatives
BigCommerce B2B Edition, SAP Commerce Cloud, Salesforce Commerce Cloud, ShopifyEight alternatives
Adobe Commerce, BigCommerce B2B Edition, OroCommerce, SAP Commerce Cloud, Salesforce Commerce Cloud, Spryker, VTEX, commercetoolsOne alternative
BigCommerce B2B EditionDeepSeek V4 FlashOroCommerceAdobe Commerce, SAP Commerce CloudChangedagainst: BigCommerce B2B Edition, Shopify, commercetoolsShopifyagainst: SAP Commerce CloudBigCommerce B2B Edition, Shopifyagainst: Adobe Commerce, Oracle CX Commerce, SAP Commerce Cloud, Salesforce Commerce Cloud, commercetoolsno first choiceagainst: Adobe Commerce, BigCommerce B2B Edition, Magento 1.x, PrestaShop, Salesforce Commerce Cloud, Shopify, Volusion V1, Wix Commerce, Zen Cart, osCommerce
Seven alternatives
Adobe Commerce, BigCommerce B2B Edition, SAP Commerce Cloud, Salesforce B2B Commerce, Shopify, Spryker, commercetoolsOne alternative
Salesforce B2B CommerceFive alternatives
Adobe Commerce, BigCommerce B2B Edition, Salesforce Commerce Cloud, VTEX, commercetoolsLlama 4 Maverickno first choiceShopifyChangedno first choiceno first choiceagainst: Adobe Commerce, SAP Commerce, commercetoolsShopifynothing named
Two alternatives
Adobe Commerce, BigCommerce B2B EditionTwo alternatives
Adobe Commerce, WebflowQwen 3.7 FlashAdobe CommerceAdobe CommerceHeldno first choiceShopifyagainst: Adobe Commerce, SAP Commerce, Salesforce Commerce Cloudno first choiceagainst: Magento Open Source, NetSuite SuiteCommerce, Oracle CX, Salesforce Commerce Cloud, Sitecore, Standard Shopify, WooCommerce
Four alternatives
BigCommerce B2B Edition, Salesforce Commerce Cloud, Shopify, commercetoolsTwo alternatives
SAP Commerce Cloud, commercetoolsTwo alternatives
BigCommerce B2B Edition, Elastic Path Composable CommerceKimi K2Adobe CommerceSalesforce Commerce CloudChangedno first choiceShopifyagainst: Adobe Commerce, SAP Commerce Cloud, Salesforce Commerce Cloud, commercetoolsno first choiceagainst: BigCommerce B2B Edition, SAP Commerce Cloud, Salesforce Commerce Cloud, Shopify, Squarespace Commerce, Wix
Four alternatives
BigCommerce B2B Edition, Salesforce Commerce Cloud, Shopify, commercetoolsFour alternatives
Adobe Commerce, BigCommerce B2B Edition, SAP Commerce Cloud, commercetoolsTwo alternatives
BigCommerce B2B Edition, Elastic Path Composable CommerceGLM 4.7 FlashXAdobe Commerceagainst: SAP Commerce CloudAdobe CommerceHeldShopifyShopifyagainst: Adobe Commerce, SAP Commerce Cloud, Salesforce Commerce Cloudno first choiceagainst: Adobe Commerce, BigCommerce B2B Edition, PrestaShop, SAP Commerce Cloud, Salesforce Commerce Cloud, Shopify, Wix E-commerce, WooCommerce
Four alternatives
BigCommerce B2B Edition, Salesforce Commerce Cloud, Shopify, commercetoolsTwo alternatives
BigCommerce B2B Edition, ShopifySix alternatives
Adobe Commerce, BigCommerce B2B Edition, Elastic Path Composable Commerce, SAP Commerce Cloud, Salesforce Commerce Cloud, commercetoolsTwo alternatives
BigCommerce B2B Edition, Elastic Path Composable CommerceMiniMax M2.5no first choiceShopifyChangedno first choiceBigCommerce B2B Editionno first choiceagainst: Medusa, Saleoragainst: Adobe Commerce, Salesforce Commerce Cloud, Shopify, Sprinker, Squarespace Commerce, Wix Commerce, WooCommerce, WordPress, commercetools
Five alternatives
Adobe Commerce, BigCommerce B2B Edition, Oracle CX Commerce, SAP Commerce Cloud, ShopifyThree alternatives
Adobe Commerce, BigCommerce B2B Edition, Oracle NetSuiteOne alternative
ShopifyBold is the first choiceAlternatives are counted; the count opens them.What the answer argued against
The record
One row per call: the version string exactly as returned, whether the model searched, sources cited, and latency.
Seventy-two rows: every prompt, every model, every answer.
| Prompt | Model | Version string | Time (UTC) | Searched | Sources | Latency |
|---|---|---|---|---|---|---|
| Direct recommendation | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 05:04 | yes | 8 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 02:25 | yes | 6 | 4 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 04:43 | yes | 16 | 27 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-09-15 04:32 | yes | 20 | 5 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-15 04:11 | yes | 0 | 7 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 04:19 | yes | 0 | 9 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-15 00:03 | yes | 0 | 51 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 01:34 | yes | 0 | 1 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-14 23:58 | yes | 0 | 33 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 04:01 | yes | 0 | 33 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 02:54 | yes | 0 | 20 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 04:31 | no | 0 | 11 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 01:56 | yes | 9 | 12 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 03:13 | yes | 4 | 4 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 03:07 | yes | 8 | 22 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-09-15 03:07 | yes | 17 | 5 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-15 04:40 | yes | 0 | 7 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 03:46 | no | 0 | 5 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-15 03:09 | yes | 0 | 17 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 02:05 | yes | 0 | 1 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 01:20 | yes | 0 | 24 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-14 23:06 | yes | 0 | 35 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-14 23:34 | yes | 0 | 66 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-14 23:46 | yes | 0 | 18 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 02:51 | yes | 9 | 7 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 04:13 | yes | 5 | 11 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 01:57 | yes | 9 | 25 s |
| Comparative | Perplexity Sonar | sonar | 2026-09-15 00:23 | yes | 20 | 10 s |
| Comparative | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-15 00:26 | yes | 0 | 9 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 00:01 | yes | 0 | 9 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-14 23:12 | yes | 0 | 21 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 05:00 | yes | 0 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 02:18 | yes | 0 | 36 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 02:01 | yes | 0 | 55 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-14 23:26 | yes | 0 | 50 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 04:23 | yes | 0 | 16 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 00:01 | yes | 17 | 14 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 02:34 | yes | 4 | 7 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 03:41 | yes | 24 | 27 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-09-15 05:01 | yes | 20 | 8 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-15 02:06 | yes | 0 | 6 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-14 23:27 | yes | 0 | 9 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-15 00:41 | yes | 0 | 19 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-14 23:31 | yes | 0 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-14 23:39 | yes | 0 | 45 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 01:46 | yes | 0 | 26 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 01:56 | yes | 0 | 79 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-14 23:19 | yes | 0 | 19 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 04:05 | yes | 15 | 12 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 03:00 | yes | 1 | 6 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 00:13 | no | 0 | 15 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-09-15 04:43 | yes | 20 | 8 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-15 01:32 | yes | 0 | 10 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 02:21 | no | 0 | 5 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-14 23:01 | yes | 0 | 33 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 03:34 | yes | 0 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 01:13 | no | 0 | 45 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 03:00 | yes | 0 | 88 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 03:03 | yes | 0 | 27 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 03:10 | no | 0 | 10 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 05:00 | yes | 14 | 13 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-14 23:24 | yes | 4 | 5 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 00:01 | yes | 18 | 29 s |
| Negative framing | Perplexity Sonar | sonar | 2026-09-15 00:42 | yes | 19 | 6 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-15 04:28 | yes | 0 | 9 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 03:17 | yes | 0 | 7 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-15 02:23 | yes | 0 | 47 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 04:02 | yes | 0 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-14 23:45 | no | 0 | 31 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 03:20 | yes | 0 | 76 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 04:18 | yes | 0 | 20 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 02:42 | yes | 0 | 38 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
ShowHide
Category-scoped readings
Adobe read as Adobe Commerce
Adobe (Magento/Cloud) read as Adobe Commerce
BigCommerce read as BigCommerce B2B Edition
BigCommerce (B2B Edition) read as BigCommerce B2B Edition
BigCommerce Enterprise read as BigCommerce B2B Edition
BigCommerce Enterprise (Performance) read as BigCommerce B2B Edition
Elastic Path read as Elastic Path Composable Commerce
Oracle read as Oracle CPQ
Oracle Commerce read as Oracle CX Commerce
Oracle Commerce (ATG) read as Oracle CX Commerce
Oracle Commerce Cloud read as Oracle CX Commerce
SAP read as SAP Commerce Cloud
Squarespace read as Squarespace Commerce
Unresolved, counted raw
B2B Wholesale Solution
Carbon
Commerce.js
Core dna
SAP Commerce
SAP Commerce On-Premise (Formerly Hybris)
Saleor
Webflow eCommerce
Discontinued, still offered
No shut-down product was recommended here.