Ecommerce platforms for enterprise buyers
Asked as “ecommerce platform”, and as “online store platform”, on behalf of an enterprise B2B company. 51 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
31%
Contested · Adobe Commerce 20%
31Shopify20Adobe Commerce16SAP Commerce Cloud33others
31% of first choices, contested.
Since October 2026=heldSince October 2026: 31% → 31%, ±0 points. Inside the 11-point floor: within noise.Shopify held the lead, ±0 points on 31%, inside the 11-point floor.
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.
Small business
Shopify34%Contested▼−11Since October 2026: 45% → 34%, −11 points. Inside the 11-point floor: within noise.Standing →Mid-market
BigCommerce B2B Edition45%Clear leader▼−2Since October 2026: 47% → 45%, −2 points. Inside the 11-point floor: within noise.Standing →EnterpriseShopify31%Contested=heldSince October 2026: 31% → 31%, ±0 points. Inside the 11-point floor: within noise.This page
Shopify34%Contested▼−11Since October 2026: 45% → 34%, −11 points. Inside the 11-point floor: within noise.Standing →Mid-marketBigCommerce B2B Edition45%Clear leader▼−2Since October 2026: 47% → 45%, −2 points. Inside the 11-point floor: within noise.Standing →EnterpriseShopify31%Contested=heldSince October 2026: 31% → 31%, ±0 points. Inside the 11-point floor: within noise.This pageThe standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for an enterprise B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01Shopify31%17%69endorsed leader=heldSince October 2026: 31% → 31%, ±0 points. Inside the 11-point floor: within noise.31% → 31%
Shopify31%17%69endorsed leader=heldSince October 2026: 31% → 31%, ±0 points. Inside the 11-point floor: within noise.31% → 31%02
Adobe Commerce20%36%70criticized challenger▲+8Since October 2026: 12% → 20%, +8 points. Inside the 11-point floor: within noise.12% → 20%
Adobe Commerce20%36%70criticized challenger▲+8Since October 2026: 12% → 20%, +8 points. Inside the 11-point floor: within noise.12% → 20%03
SAP Commerce Cloud16%28%50criticized challenger▼−11Since October 2026: 27% → 16%, −11 points. Past the 11-point floor: movement.27% → 16%
SAP Commerce Cloud16%28%50criticized challenger▼−11Since October 2026: 27% → 16%, −11 points. Past the 11-point floor: movement.27% → 16%04BigCommerce B2B Edition12%10%63accepted challenger▲+4Since October 2026: 8% → 12%, +4 points. Inside the 11-point floor: within noise.8% → 12%
BigCommerce B2B Edition12%10%63accepted challenger▲+4Since October 2026: 8% → 12%, +4 points. Inside the 11-point floor: within noise.8% → 12%05
Salesforce B2B Commerce10%0%15accepted challenger▲+6Since October 2026: 4% → 10%, +6 points. Inside the 11-point floor: within noise.4% → 10%
Salesforce B2B Commerce10%0%15accepted challenger▲+6Since October 2026: 4% → 10%, +6 points. Inside the 11-point floor: within noise.4% → 10%06
Salesforce Commerce Cloud6%19%52accepted challenger▲+2Since October 2026: 4% → 6%, +2 points. Inside the 11-point floor: within noise.4% → 6%
Salesforce Commerce Cloud6%19%52accepted challenger▲+2Since October 2026: 4% → 6%, +2 points. Inside the 11-point floor: within noise.4% → 6%07OroCommerce2%0%11accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%
Show the four products at 0%, ordered by negative rate
11
WooCommerce0%86%14criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
WooCommerce0%86%14criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%10
Oracle CX Commerce0%40%15criticized challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%
Oracle CX Commerce0%40%15criticized challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%08
commercetools0%12%42accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
commercetools0%12%42accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%09
Elastic Path Composable Commerce0%0%10accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Elastic Path Composable Commerce0%0%10accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%The floor is 11 points of share, measured: how far the models move a leader on their own when the same questions are asked twice with nothing changed. A larger change is movement; a smaller one can't be told apart from repeat variation, and both are shown. Each index measures its own floor from its own repeat, over its own categories, so the floor differs from one index to the next. Both editions asked the same fourteen models. How the floor is measured
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 ShopifyBigCommerce B2B Edition vs WooCommerceBigCommerce B2B Edition vs Big Cartel
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 →
010203040506O07
08091011Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01Shopify31%
Shopify31%02Adobe Commerce20%
Adobe Commerce20%03SAP Commerce Cloud16%
SAP Commerce Cloud16%04BigCommerce B2B Edition12%
BigCommerce B2B Edition12%05Salesforce B2B Commerce10%
Salesforce B2B Commerce10%06Salesforce Commerce Cloud6%
Salesforce Commerce Cloud6%07OroCommerce2%
08commercetools0%
commercetools0%09Elastic Path Composable Commerce0%
Elastic Path Composable Commerce0%10Oracle CX Commerce0%
Oracle CX Commerce0%11WooCommerce0%
WooCommerce0%What they warned about
Two of fourteen models held their first choice under the paraphrase. GPT-5.4 mini, Perplexity Sonar, Grok 4.20, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX, MiniMax M2.5, GPT-6 Luna and Muse Glimmer 30B 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 Commerce36%
25 of 70 labels negative · 13 of 14 models · 10 hard 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
Shopify17%
12 of 69 labels negative · 11 of 14 models · 1 hard negative
“frequently cited as too limiting for complex global commerce at enterprise scale” Mistral Small, negative prompt
WooCommerce86%
12 of 14 labels negative · 10 of 14 models · 6 hard 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 Cloud28%
14 of 50 labels negative · 9 of 14 models · 6 hard 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
What they cite
Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted.
Sites the answers cite
71 of 84 answers in this category came back with a source list, from 14 of 14 models: citations where the model returns them, or the search results it consulted. 834 links across 251 sites, every framing counted. Ranked by the number of answers carrying the site or page. 4 of the 252 answers across every segment cited this index's own page for the category; the method page measures whether that reading tilts an answer.
vendor site · Shopify56 answers · 131 citations · 14 models
31 answers · 37 citations · 11 models
23 answers · 25 citations · 10 models
vendor site · BigCommerce20 answers · 32 citations · 10 models
vendor site · Virto Commerce18 answers · 21 citations · 11 models
18 answers · 19 citations · 10 models
vendor site · Elastic Path18 answers · 18 citations · 8 models
14 answers · 23 citations · 8 models
14 answers · 14 citations · 8 models
12 answers · 19 citations · 8 models
12 answers · 12 citations · 9 models
9 answers · 20 citations · 7 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.
32 answers · 10 models
17 answers · 10 models
16 answers · 8 models
15 answers · 11 models
14 answers · 8 models
14 answers · 8 models
11 answers · 8 models
10 answers · 6 models
10 answers · 8 models
8 answers · 7 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 |
|---|---|---|---|---|---|---|---|
| Shopify shopify.com | 31% | 299 | 1,000,000 | 38,067 | 3,486,997 | $3,351 | 110 |
| Adobe parent site Adobe Commerce 20% | 20% | 192 | 1,220,000 | 117,563 | |||
| SAP parent site SAP Commerce Cloud 16% | 16% | 87 | 135,000 | 74,309 | |||
| BigCommerce B2B Edition bigcommerce.com BigCommerce B2B Edition 12%, BigCommerce Performance 4% | 16% | 164 | 210 | 2 | 655,124 | $1,225 | 115 |
| Salesforce parent site Salesforce B2B Commerce 10%, Salesforce Commerce Cloud 6% | 16% | 105 | 550,000 | 60,632 | |||
| OroCommerce | 2% | 320 | 15 | ||||
| commercetools commercetools.com | 0% | 59 | 1,600 | 54 | 6,834 | 27 | |
| Elastic Path Composable Commerce elasticpath.com | 0% | 8 | 10 | 0 | 6,225 | 7 | |
| VTEX vtex.com | 0% | 9 | 2,400 | 122 | |||
| Medusa | 0% |
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 4.5SAP Commerce Cloudagainst: ShopifySAP Commerce CloudHeldShopifyShopifyno first choiceagainst: Adobe Commerce, Oracle CX Commerce, SAP Commerce Cloud, Shopify, Squarespace Commerce, Wix, WooCommerce
Five alternatives
Adobe Experience Manager (AEM) with Commerce, Magento Commerce, NetSuite Commerce, Oracle CX Commerce, Salesforce Commerce CloudFour alternatives
Adobe Commerce, NetSuite OpenSuite, Oracle CX Commerce, Salesforce Commerce CloudFive alternatives
Adobe Commerce, BigCommerce B2B Edition, SAP Commerce Cloud, Salesforce Commerce Cloud, commercetoolsOne alternative
BigCommerce B2B EditionGPT-5.4 miniSalesforce B2B Commerce, ShopifyAdobe CommerceChangedagainst: ShopifyShopifyagainst: Oracle CX CommerceBigCommerce B2B Editionagainst: Adobe Commerce, commercetoolsno first choiceagainst: Adobe Commerce, Oracle CX Commerce, SAP Commerce Cloud, Salesforce Commerce Cloud, WooCommerce
Four alternatives
Adobe Commerce, BigCommerce B2B Edition, SAP Commerce Cloud, commercetoolsOne alternative
Salesforce Commerce CloudFive alternatives
Adobe Commerce, BigCommerce B2B Edition, SAP Commerce Cloud, Salesforce Commerce Cloud, commercetoolsOne alternative
ShopifyGemini 3.5 Flashno first choiceno first choiceHeldBigCommerce B2B Edition, ShopifyShopifyagainst: Adobe Commerce, SAP Commerce Cloudno first choiceagainst: Adobe Commerce, Big Cartel, BigCommerce B2B Edition, Oracle CX Commerce, SAP Commerce Cloud, Shopify, Squarespace Commerce, Weebly, Wix Commerce, WooCommerce
Six alternatives
Adobe Commerce, BigCommerce B2B Edition, SAP Commerce Cloud, Salesforce Commerce Cloud, Shopify, commercetoolsFive alternatives
Adobe Commerce, SAP Commerce Cloud, Salesforce B2B Commerce, Shopify, commercetoolsFour alternatives
Adobe Commerce, SAP Commerce Cloud, Salesforce Commerce Cloud, commercetoolsTwo alternatives
BigCommerce B2B Edition, commercetoolsPerplexity SonarSAP Commerce CloudAdobe CommerceChangedno first choiceShopifyagainst: Adobe Commerceno first choiceagainst: Adobe Commerce, BigCommerce B2B Edition, OpenCart, PrestaShop, Shopify, Spryker, Squarespace Commerce, Wix, WooCommerce, commercetools
Five alternatives
Adobe Commerce, BigCommerce B2B Edition, Elastic Path Composable Commerce, Salesforce B2B Commerce, commercetoolsFour alternatives
BigCommerce B2B Edition, SAP Commerce Cloud, Salesforce B2B Commerce, ShopifyEight alternatives
Adobe Commerce, BigCommerce B2B Edition, Elastic Path Composable Commerce, SAP Commerce Cloud, Salesforce Commerce Cloud, Shopify, VTEX, commercetoolsOne alternative
BigCommerce B2B EditionGrok 4.20Salesforce Commerce CloudSalesforce B2B CommerceChangedShopifyagainst: Ecwid, Miva, Shift4Shop, WooCommerceOroCommerceagainst: Adobe Commerce, SAP Commerce Cloud, Salesforce Commerce Cloud, commercetoolsShopifyagainst: Adobe Commerceagainst: Adobe Commerce, Bagisto, BigCommerce B2B Edition, Odoo, Oracle CX Commerce, SAP Commerce Cloud, Shopify, WooCommerce
Four alternatives
Adobe Commerce (Magento) – B2B Edition, BigCommerce B2B Edition, Oracle NetSuite SuiteCommerce, ShopifyThree alternatives
Adobe Commerce, BigCommerce B2B Edition, SAP Commerce CloudFive alternatives
Adobe Commerce, BigCommerce B2B Edition, SAP Commerce Cloud, Salesforce Commerce Cloud, commercetoolsOne alternative
ShopifyTwo alternatives
BigCommerce B2B Edition, Salesforce Commerce CloudMistral SmallAdobe Commerce, Salesforce B2B Commerce, ShopifyAdobe Commerce, Salesforce Commerce CloudChangedShopifyBigCommerce B2B Edition, Shopifyagainst: Adobe Commerce, Salesforce Commerce Cloudno first choiceagainst: Adobe Commerce, Shopify
Four alternatives
BigCommerce B2B Edition, Oracle NetSuite SuiteCommerce, OroCommerce, SAP Commerce CloudTwo alternatives
BigCommerce B2B Edition, ShopifySix alternatives
Adobe Commerce, BigCommerce B2B Edition, Oracle CX Commerce, Salesforce Commerce Cloud, VTEX, commercetoolsDeepSeek V4 FlashAdobe Commerce, ShopifySAP Commerce CloudChangedShopifyShopifyagainst: Adobe Commerce, BigCommerce B2B Edition, Oracle CX Commerce, SAP Commerce Cloud, Salesforce Commerce Cloudno first choiceagainst: Adobe Commerce, SAP Commerce Cloud, Salesforce Commerce Cloud, Squarespace Commerce, Standard Shopify, Wix eCommerce, WooCommerce
Three alternatives
BigCommerce B2B Edition, Oracle NetSuite SuiteCommerce, OroCommerceFour alternatives
Adobe Commerce, Oracle NetSuite Commerce, Salesforce B2B Commerce, Shopify Plus / Shopify EnterpriseFive alternatives
Adobe Commerce, BigCommerce B2B Edition, SAP Commerce Cloud, Salesforce Commerce Cloud, commercetoolsTwo alternatives
WooCommerce, commercetoolsLlama 4 Maverickno first choiceBigCommerce B2B Edition, Salesforce B2B Commerce, ShopifyChangedno first choiceShopifyno first choiceagainst: Adobe Commerce, Bagisto, Odoo, SAP Commerce Cloud
Two alternatives
BigCommerce B2B Edition, Salesforce Commerce CloudQwen 3.7 FlashAdobe CommerceSAP Commerce Cloud, ShopifyChangedagainst: BigCommerce B2B Edition, WooCommerceShopifyShopifyagainst: Adobe Commerce, Salesforce Commerce Cloudno first choiceagainst: Adobe Commerce, Amazon, GoDaddy Website Builder, OXID Sales, PrestaShop, Shopify, Squarespace Commerce, Weebly, Wix, WooCommerce, eBay
Four alternatives
BigCommerce B2B Edition, SAP Commerce Cloud, Salesforce Commerce Cloud, ShopifyThree alternatives
Adobe Commerce, BigCommerce B2B Edition, Salesforce Commerce CloudThree alternatives
Adobe Commerce, Composable Commerce, Salesforce Commerce CloudOne alternative
BigCommerce B2B EditionKimi K2Adobe CommerceAdobe Commerce, SAP Commerce CloudChangedShopifyagainst: SAP Commerce CloudBigCommerce Performanceagainst: Adobe Commerce, SAP Commerce Cloud, Salesforce Commerce Cloud, commercetoolsno first choiceagainst: Adobe Commerce, Big Cartel, Magento Open Source, SAP Commerce Cloud, Shopify, Square Online, Squarespace Commerce, Wix eCommerce, WooCommerce
Six alternatives
BigCommerce B2B Edition, OroCommerce, Salesforce Commerce Cloud, Shopify, Virto Commerce, commercetoolsTwo alternatives
Salesforce B2B Commerce, commercetoolsFour alternatives
Adobe Commerce, BigCommerce B2B Edition, Salesforce Commerce Cloud, commercetoolsOne alternative
ShopifyGLM 4.7 FlashXAdobe Commerce, BigCommerce B2B EditionSAP Commerce CloudChangedShopifyShopifyagainst: Adobe Commerce, Salesforce Commerce Cloudno first choiceagainst: CoreCommerce, Ecwid, Jimdo, PinnacleCart, PrestaShop, Shift4Shop, Shopware CE, Squarespace Commerce, StoreHippo, Weebly, Wix Commerce, Wix eCommerce, WooCommerce, older Magento/Adobe Commerce versions
Three alternatives
Oracle CX Commerce, SAP Commerce Cloud, Salesforce Commerce CloudTwo alternatives
Adobe Commerce, Salesforce B2B CommerceFour alternatives
Adobe Commerce, BigCommerce B2B Edition, SAP Commerce Cloud, Salesforce Commerce CloudOne alternative
BigCommerce B2B EditionMiniMax M2.5no first choiceBigCommerce B2B Edition, Salesforce Commerce CloudChangedShopifyShopifyagainst: Adobe Commerce, Odoo, SAP Commerce Cloud, Salesforce Commerce Cloudno first choiceagainst: BigCommerce B2B Edition, Magento Open Source, Shopify
Two alternatives
Adobe Commerce, SAP Commerce CloudFour alternatives
Adobe Commerce, BigCommerce B2B Edition, SAP Commerce Cloud, Salesforce Commerce CloudTwo alternatives
BigCommerce B2B Edition, Oracle CX CommerceGPT-6 LunaBigCommerce B2B EditionAdobe CommerceChangedno first choiceBigCommerce Performanceno first choiceagainst: Self-managed WooCommerce, Shopify, Squarespace Commerce, Wix Stores
Five alternatives
Adobe Commerce, SAP Commerce Cloud, Salesforce B2B Commerce, Shopify, commercetoolsTwo alternatives
BigCommerce B2B Edition, ShopifySeven alternatives
Adobe Commerce, BigCommerce B2B Edition, SAP Commerce Cloud, Salesforce Commerce Cloud, Shopify, VTEX, commercetoolsOne alternative
ShopifyMuse Glimmer 30Bno first choiceSAP Commerce Cloud, Salesforce B2B CommerceChangedShopifyShopifyagainst: Adobe Commerce, Salesforce Commerce Cloud, commercetoolsno first choiceagainst: Adobe Commerce, Bagisto, Ecwid, Mailchimp, Odoo, OpenCart, PrestaShop, SAP Commerce Cloud, Shopify, Squarespace Commerce, Wix, WooCommerce, osCommerce
Six alternatives
Adobe Commerce, Oracle NetSuite SuiteCommerce / Oracle NetSuite Commerce, OroCommerce, SAP Commerce Cloud, Salesforce B2B Commerce, commercetoolsOne alternative
Adobe Commerce, formerly Magento CommerceFive alternatives
Adobe Commerce, BigCommerce B2B Edition, SAP Commerce Cloud, Salesforce Commerce Cloud, commercetoolsOne alternative
BigCommerce B2B EditionBold 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.
Eighty-four 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 | 2026-11-01 10:21 | no | 0 | 6 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 17:04 | yes | 5 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 13:12 | no | 0 | 17 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 12:16 | yes | 6 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:50 | yes | 5 | 12 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:30 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:19 | yes | 19 | 22 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:12 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 13:43 | yes | 5 | 20 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 14:05 | yes | 15 | 38 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:57 | yes | 10 | 24 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:06 | yes | 5 | 80 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:15 | yes | 6 | 14 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:48 | yes | 13 | 17 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 14:50 | no | 0 | 5 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:06 | no | 0 | 2 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 12:49 | no | 0 | 14 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 12:52 | yes | 10 | 3 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:43 | yes | 5 | 8 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 17:04 | no | 0 | 3 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 15:28 | yes | 18 | 29 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 15:45 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:43 | no | 0 | 27 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 13:18 | yes | 9 | 51 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 08:51 | yes | 15 | 37 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:48 | yes | 5 | 37 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:08 | yes | 3 | 18 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:47 | yes | 12 | 27 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:14 | yes | 10 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:22 | yes | 9 | 8 s |
| Comparative | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 09:22 | yes | 7 | 24 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 14:32 | yes | 10 | 7 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:14 | yes | 5 | 16 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:27 | yes | 8 | 11 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 16:46 | yes | 23 | 56 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:47 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:19 | yes | 24 | 98 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 14:46 | yes | 14 | 39 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:09 | yes | 24 | 48 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 16:20 | yes | 5 | 16 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 16:25 | yes | 7 | 22 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 14:22 | yes | 14 | 30 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 16:11 | yes | 18 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:26 | yes | 4 | 6 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 13:56 | yes | 11 | 24 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 10:36 | yes | 10 | 4 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:54 | yes | 16 | 14 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 13:21 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 13:56 | yes | 24 | 26 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 08:33 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:01 | yes | 5 | 29 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:41 | yes | 17 | 34 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 15:20 | yes | 23 | 106 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 16:10 | yes | 25 | 76 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 15:20 | yes | 2 | 22 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 13:29 | yes | 20 | 29 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:21 | yes | 18 | 12 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 13:41 | yes | 5 | 6 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 16:28 | no | 0 | 19 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 13:15 | yes | 10 | 10 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:27 | yes | 5 | 14 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 17:12 | no | 0 | 8 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 16:20 | yes | 24 | 57 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:33 | yes | 5 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:35 | no | 0 | 32 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:43 | yes | 25 | 40 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:11 | yes | 25 | 62 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 14:00 | no | 0 | 22 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 08:49 | yes | 5 | 25 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:55 | yes | 13 | 21 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 08:52 | yes | 18 | 11 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:25 | yes | 2 | 8 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 13:04 | no | 0 | 19 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 12:00 | yes | 10 | 6 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:43 | yes | 15 | 11 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 16:53 | yes | 5 | 4 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 13:05 | yes | 25 | 33 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 14:31 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:42 | no | 0 | 31 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 14:13 | yes | 23 | 31 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 16:27 | yes | 23 | 134 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 13:01 | yes | 24 | 74 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:43 | yes | 3 | 16 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 13:00 | yes | 15 | 21 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
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Category-scoped readings
Adobe Commerce, formerly Magento read as Adobe Commerce
BigCommerce read as BigCommerce B2B Edition
BigCommerce (B2B Edition) read as BigCommerce B2B Edition
BigCommerce (non-Enterprise edition) read as BigCommerce B2B Edition
BigCommerce Enterprise read as BigCommerce B2B Edition
BigCommerce Enterprise (B2B Edition) read as BigCommerce B2B Edition
Elastic Path read as Elastic Path Composable Commerce
Oracle Commerce read as Oracle CX Commerce
Oracle Commerce (ATG / Endeca) read as Oracle CX Commerce
Oracle Commerce Cloud read as Oracle CX Commerce
Salesforce read as Salesforce Commerce Cloud
Salesforce B2C Commerce read as Salesforce Commerce Cloud
Squarespace read as Squarespace Commerce
Unresolved, counted raw
Adobe Commerce (Magento) – B2B Edition
Adobe Commerce, formerly Magento Commerce
Adobe Experience Manager (AEM) with Commerce
Composable Commerce
HCL Commerce
Hyvä
NetSuite OpenSuite
OXID Sales
Sana Commerce Cloud
Self-managed WooCommerce
Shopware CE (Community Edition)
Sitecore Experience Cloud
StoreHippo
Vercel + Shopify Hydrogen
older Magento/Adobe Commerce versions
Discontinued, still offered
No shut-down product was recommended here.