Ecommerce platforms
Asked as “ecommerce platform”, and as “online store platform”, on behalf of a mid-market B2B company. 58 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
45%
Clear leader
45BigCommerce B2B Edition19Shopify17WooCommerce19others
45% of first choices, clear leader.
Since October 2026▼−2Since October 2026: 47% → 45%, −2 points. Inside the 11-point floor: within noise.BigCommerce B2B Edition held the lead, −2 points on 47%, 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.This pageEnterpriseShopify31%Contested=heldSince October 2026: 31% → 31%, ±0 points. Inside the 11-point floor: within noise.Standing →
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.This pageEnterpriseShopify31%Contested=heldSince October 2026: 31% → 31%, ±0 points. Inside the 11-point floor: within noise.Standing →The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for a mid-market B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01BigCommerce B2B Edition45%8%61endorsed leader▼−2Since October 2026: 47% → 45%, −2 points. Inside the 11-point floor: within noise.47% → 45%
BigCommerce B2B Edition45%8%61endorsed leader▼−2Since October 2026: 47% → 45%, −2 points. Inside the 11-point floor: within noise.47% → 45%02Shopify19%14%73accepted challenger▼−3Since October 2026: 22% → 19%, −3 points. Inside the 11-point floor: within noise.22% → 19%
Shopify19%14%73accepted challenger▼−3Since October 2026: 22% → 19%, −3 points. Inside the 11-point floor: within noise.22% → 19%03
WooCommerce17%27%44criticized challenger▲+4Since October 2026: 13% → 17%, +4 points. Inside the 11-point floor: within noise.13% → 17%
WooCommerce17%27%44criticized challenger▲+4Since October 2026: 13% → 17%, +4 points. Inside the 11-point floor: within noise.13% → 17%04
Big Cartel3%10%10accepted challenger▼−1Since October 2026: 4% → 3%, −1 point. Inside the 11-point floor: within noise.4% → 3%
Big Cartel3%10%10accepted challenger▼−1Since October 2026: 4% → 3%, −1 point. Inside the 11-point floor: within noise.4% → 3%05
Adobe Commerce2%36%56criticized challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%
Adobe Commerce2%36%56criticized challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%06
Wix2%38%24criticized challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%
Wix2%38%24criticized challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%Show the seven products at 0%, ordered by negative rate
13
Squarespace Commerce0%38%26criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Squarespace Commerce0%38%26criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%12
Salesforce Commerce Cloud0%23%13accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Salesforce Commerce Cloud0%23%13accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%11
Shift4Shop0%10%10accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Shift4Shop0%10%10accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%08
Square Online0%8%13accepted challenger▼−5Since October 2026: 5% → 0%, −5 points. Inside the 11-point floor: within noise.5% → 0%
Square Online0%8%13accepted challenger▼−5Since October 2026: 5% → 0%, −5 points. Inside the 11-point floor: within noise.5% → 0%07OroCommerce0%0%15accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%
09
Ecwid0%0%10accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Ecwid0%0%10accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%10
commercetools0%0%10accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
commercetools0%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
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
080910111213Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative60%
Key
01BigCommerce B2B Edition45%
BigCommerce B2B Edition45%02Shopify19%
Shopify19%03WooCommerce17%
WooCommerce17%04Big Cartel3%
Big Cartel3%05Adobe Commerce2%
Adobe Commerce2%06Wix2%
Wix2%07OroCommerce0%
08Square Online0%
Square Online0%09Ecwid0%
Ecwid0%10commercetools0%
commercetools0%11Shift4Shop0%
Shift4Shop0%12Salesforce Commerce Cloud0%
Salesforce Commerce Cloud0%13Squarespace Commerce0%
Squarespace Commerce0%What they warned about
Ten of fourteen models held their first choice under the paraphrase. Mistral Small, Qwen 3.7 Flash, GLM 4.7 FlashX 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 Commerce36%
20 of 56 labels negative · 10 of 14 models · 4 hard 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 Commerce38%
10 of 26 labels negative · 9 of 14 models · 1 hard negative
“Wix and Squarespace: These platforms are not built for selling” Llama 4 Maverick, negative prompt
Shopify14%
10 of 73 labels negative · 9 of 14 models
“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
WooCommerce27%
12 of 44 labels negative · 9 of 14 models
“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
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
64 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. 637 links across 233 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 · Shopify32 answers · 68 citations · 10 models
30 answers · 30 citations · 11 models
vendor site · BigCommerce17 answers · 22 citations · 9 models
12 answers · 14 citations · 9 models
11 answers · 12 citations · 10 models
vendor site · Guideflow11 answers · 11 citations · 6 models
vendor site · Virto Commerce9 answers · 13 citations · 5 models
vendor site · Shopify8 answers · 10 citations · 4 models
8 answers · 9 citations · 5 models
vendor site · WooCommerce8 answers · 9 citations · 6 models
vendor site · 10Web8 answers · 8 citations · 8 models
8 answers · 8 citations · 6 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.
14 answers · 9 models
13 answers · 7 models
11 answers · 10 models
9 answers · 6 models
8 answers · 8 models
8 answers · 8 models
8 answers · 4 models
8 answers · 6 models
8 answers · 6 models
7 answers · 6 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 |
|---|---|---|---|---|---|---|---|
| BigCommerce B2B Edition bigcommerce.com | 45% | 164 | 210 | 2 | 655,124 | $1,225 | 115 |
| Shopify shopify.com | 19% | 299 | 1,000,000 | 38,067 | 3,486,997 | $3,351 | 110 |
| WooCommerce woocommerce.com | 17% | 146 | 22,200 | 3,726 | 88,616 | $24 | 15 |
| Big Cartel bigcartel.com | 3% | 20 | 33,100 | 708 | 607,556 | 28 | |
| 10Web 10web.io | 3% | 4 | |||||
| Adobe parent site Adobe Commerce 2% | 2% | 192 | 1,220,000 | 117,563 | |||
| Hostinger Ecommerce hostinger.com | 2% | 5 | 496,358 | $18,320 | 118 | ||
| Wix wix.com | 2% | 185 | 673,000 | 21,881 | 4,049,160 | $1,858 | 119 |
| Freewebstore | 2% | ||||||
| Shopify Starter or Shopify Basic | 2% |
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 a mid-market B2B company?”Paraphrase“Which online store platform would you recommend to a mid-sized B2B company?”Comparative“What are the top ecommerce platforms and how do they differ?”Budget-constrained“What is the best ecommerce platform for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating an ecommerce platform. What should we look at?”Negative“Which ecommerce platforms should I avoid or be cautious about?”
Claude Haiku 4.5ShopifyShopifyHeldShopifyagainst: Adobe CommerceEtsy, WooCommerceno first choiceagainst: Adobe Commerce, Squarespace Commerce, Wix, WooCommerce
Three alternatives
BigCommerce B2B Edition, NetSuite Commerce, SAP Commerce CloudFive alternatives
BigCommerce B2B Edition, Magento Open Source, Oracle CX Commerce, SAP Commerce Cloud, WooCommerceThree alternatives
BigCommerce B2B Edition, Wix, WooCommerceOne alternative
ShopifyGPT-5.4 miniBigCommerce B2B EditionBigCommerce B2B EditionHeldShopifyShopify Starter or Shopify Basic, WooCommerceno first choiceagainst: Adobe Commerce, OpenCart, Squarespace Commerce, Volusion, Wix eCommerce, WooCommerce
Five alternatives
Adobe Commerce, Salesforce B2B Commerce, Shopify, Spryker, commercetoolsOne alternative
ShopifyThree alternatives
Adobe Commerce, BigCommerce B2B Edition, WooCommerceTwo alternatives
Big Cartel, OpenCartGemini 3.5 FlashBigCommerce B2B Editionagainst: Adobe CommerceBigCommerce B2B EditionHeldShopifyWooCommerceno first choiceagainst: Adobe Commerce, Amazon, Etsy, Temu, Weebly, Wish, Wix, Zen Cart, eBay, osCommerce
Three alternatives
OroCommerce, Sana Commerce, ShopifyThree alternatives
Adobe Commerce, OroCommerce, ShopifyFive alternatives
Adobe Commerce, BigCommerce B2B Edition, Squarespace Commerce, Wix, WooCommerceFour alternatives
Ecwid, Shopify, Squarespace Commerce, Wix eCommerceSeven alternatives
Adobe Commerce, BigCommerce B2B Edition, Elastic Path Composable Commerce, SAP Commerce Cloud, Salesforce Commerce Cloud, Shopify, commercetoolsPerplexity SonarBigCommerce B2B Editionagainst: Adobe CommerceBigCommerce B2B EditionHeldShopifyShopifyagainst: WooCommerceno first choiceagainst: Adobe Commerce, AliExpress, Amazon, Etsy, OpenCart, PrestaShop, Temu, Walmart Marketplace, eBay
Four alternatives
OroCommerce, SAP Commerce Cloud, Salesforce B2B Commerce, ShopifyFive alternatives
Adobe Commerce, OroCommerce, SAP Commerce Cloud, Salesforce B2B Commerce, ShopifySix alternatives
Adobe Commerce, BigCommerce B2B Edition, Square Online, Squarespace Commerce, Wix, WooCommerceThree alternatives
Big Cartel, Square Online, WixGrok 4.20BigCommerce B2B Editionagainst: Sana Commerce, WooCommerceBigCommerce B2B EditionHeldagainst: Adobe Commerce, Salesforce Commerce Cloud, WooCommerceShopify, WooCommerceWooCommerceagainst: Adobe CommerceBigCommerce B2B Edition, Shopifyagainst: Adobe Commerce, AliExpress, Amazon, BigCommerce B2B Edition, SAP Commerce, Salesforce Commerce Cloud, Shopify, Squarespace Commerce, Temu, Wish, Wix, WooCommerce, eBay
Three alternatives
Adobe Commerce, OroCommerce, ShopifyOne alternative
ShopifyThree alternatives
Adobe Commerce, BigCommerce B2B Edition, Squarespace CommerceThree alternatives
Shopify, Square Online, Wix eCommerceTwo alternatives
Adobe Commerce, Salesforce Commerce CloudMistral SmallBigCommerce B2B EditionBigCommerce B2B Edition, ShopifyChangedWooCommerce10Web, Wixno first choiceagainst: Adobe Commerce, Big Cartel, Salesforce Commerce Cloud, Shopify, Square Online
Two alternatives
OroCommerce, ShopifyThree alternatives
Adobe Commerce, OroCommerce, Shift4ShopSix alternatives
Adobe Commerce, BigCommerce B2B Edition, Shopify, Square Online, Squarespace Commerce, Wix eCommerceThree alternatives
Shift4Shop, Shopify, Squarespace CommerceDeepSeek V4 FlashBigCommerce B2B EditionBigCommerce B2B EditionHeldShopifyWooCommerceno first choiceagainst: Amazon, BigCommerce B2B Edition, FastSpring, Shift4Shop, Shopify, Squarespace Commerce, Wix, WooCommerce, eBay
Three alternatives
Adobe Commerce, OroCommerce, ShopifyTwo alternatives
Adobe Commerce, ShopifyFive alternatives
Adobe Commerce, BigCommerce B2B Edition, Squarespace Commerce, Wix, WooCommerceFour alternatives
Big Cartel, Ecwid, Shopify, Square OnlineLlama 4 MaverickBigCommerce B2B EditionBigCommerce B2B EditionHeldShopify10Web, Hostinger Ecommerce, WooCommerceno first choiceagainst: Shopify, Squarespace Commerce, Wix
Four alternatives
Adobe Commerce, OroCommerce, Sana Commerce, ShopifyFour alternatives
BigCommerce B2B Edition, Hostinger Ecommerce, Wix, WooCommerceQwen 3.7 FlashAdobe CommerceBigCommerce B2B Edition, ShopifyChangedShopifyagainst: Adobe Commerce, Squarespace Commerce, WixWooCommerce, WordPressno first choiceagainst: Adobe Commerce, GoDaddy Stores, Shopify, Squarespace Commerce, Volusion, Wix, WooCommerce, Zen Cart, osCommerce
Two alternatives
BigCommerce B2B Edition, ShopifyOne alternative
Adobe CommerceTwo alternatives
BigCommerce B2B Edition, WooCommerceThree alternatives
Ecwid, Shopify, Square OnlineKimi K2BigCommerce B2B EditionBigCommerce B2B EditionHeldShopifyWooCommerceno first choiceagainst: BigCommerce B2B Edition, Shopify, Squarespace Commerce, Wix
Two alternatives
Adobe Commerce, ShopifyTwo alternatives
Adobe Commerce, ShopifyFive alternatives
Adobe Commerce, BigCommerce B2B Edition, Squarespace Commerce, Wix eCommerce, WooCommerceFour alternatives
Big Cartel, Shift4Shop, Shopify, Square OnlineThree alternatives
Adobe Commerce, BigCommerce B2B Edition, ShopifyGLM 4.7 FlashXBigCommerce B2B Editionagainst: Adobe CommerceBigCommerce B2B Edition, ShopifyChangedno first choiceagainst: Adobe CommerceBig Cartel, Freewebstoreagainst: WooCommerceno first choiceagainst: Adobe Commerce, WooCommerce
One alternative
ShopifyOne alternative
OroCommerceFive alternatives
BigCommerce B2B Edition, Shopify, Squarespace Commerce, Wix eCommerce, WooCommerceThree alternatives
Ecwid, Shift4Shop, ShopifyMiniMax M2.5BigCommerce B2B EditionBigCommerce B2B Edition, ShopifyChangedShopifyagainst: Adobe CommerceBig Cartel, WooCommerceagainst: BigCommerce B2B Edition, ShopifyShopifyagainst: Shopify
One alternative
OroCommerceFive alternatives
Adobe Commerce, Ecwid, SAP Commerce Cloud, Salesforce Commerce Cloud, WooCommerceFive alternatives
BigCommerce B2B Edition, Square Online, Squarespace Commerce, Wix eCommerce, WooCommerceFour alternatives
OpenCart, Shift4Shop, Square Online, WixThree alternatives
Adobe Commerce, BigCommerce B2B Edition, Salesforce Commerce CloudGPT-6 LunaBigCommerce B2B EditionBigCommerce B2B EditionHeldBigCommerce B2B Edition, ShopifyShopifyno first choiceagainst: Amazon, Etsy, Shopify, Squarespace Commerce, WooCommerce
Three alternatives
Adobe Commerce, Shopify, commercetoolsTwo alternatives
Adobe Commerce, ShopifySix alternatives
Adobe Commerce, Salesforce Commerce Cloud, Squarespace Commerce, Wix, WooCommerce, commercetoolsOne alternative
WooCommerceMuse Glimmer 30BBigCommerce B2B Editionagainst: Adobe CommerceBigCommerce B2B EditionHeldagainst: Adobe CommerceShopifyShopify, WooCommerceno first choiceagainst: BigCommerce B2B Edition, Shopify, Squarespace Commerce, Wix, WooCommerce, WordPress
Five alternatives
OroCommerce, Sana Commerce, Shopify, Shopify B2B, Virto CommerceOne alternative
ShopifyFour alternatives
Adobe Commerce, BigCommerce B2B Edition, Salesforce Commerce Cloud, WooCommerceFour alternatives
Big Cartel, Ecwid, PrestaShop, Square OnlineBold 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 12:34 | no | 0 | 5 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:24 | yes | 4 | 6 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 10:58 | no | 0 | 12 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 09:56 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:26 | yes | 5 | 14 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 15:27 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 13:55 | yes | 25 | 40 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:32 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:24 | no | 0 | 33 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 16:28 | yes | 10 | 22 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 16:47 | yes | 15 | 26 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 08:52 | yes | 5 | 22 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:54 | yes | 4 | 12 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:26 | yes | 13 | 16 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 16:40 | no | 0 | 5 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 13:29 | yes | 3 | 6 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 13:11 | yes | 6 | 21 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 11:09 | yes | 10 | 4 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:23 | yes | 5 | 10 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 13:21 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:13 | yes | 24 | 24 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:29 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 16:19 | yes | 5 | 20 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:07 | yes | 10 | 23 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 17:35 | yes | 15 | 20 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 15:53 | yes | 5 | 63 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 16:27 | yes | 3 | 11 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 14:26 | yes | 14 | 15 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 14:46 | yes | 10 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 14:08 | yes | 6 | 6 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 17:24 | no | 0 | 15 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 14:08 | yes | 10 | 5 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:45 | yes | 5 | 17 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 16:57 | yes | 5 | 6 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 17:02 | yes | 19 | 64 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:56 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:29 | no | 0 | 26 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 15:14 | yes | 14 | 37 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 13:29 | yes | 15 | 24 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 14:18 | yes | 5 | 14 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:55 | yes | 8 | 18 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:46 | yes | 13 | 25 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 15:21 | no | 0 | 5 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:58 | no | 0 | 2 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 09:52 | no | 0 | 13 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 09:40 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:49 | yes | 5 | 14 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 14:17 | yes | 5 | 5 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:48 | yes | 8 | 16 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:47 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 16:49 | no | 0 | 28 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:25 | yes | 10 | 18 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 14:58 | yes | 19 | 49 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 13:46 | yes | 5 | 25 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 15:17 | yes | 2 | 8 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:31 | yes | 8 | 14 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 13:06 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:20 | no | 0 | 7 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 13:41 | no | 0 | 19 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 14:14 | yes | 10 | 8 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:50 | yes | 9 | 16 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:07 | no | 0 | 10 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:29 | yes | 24 | 46 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 13:29 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:33 | no | 0 | 30 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:30 | yes | 20 | 36 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 13:48 | no | 0 | 21 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 13:11 | no | 0 | 28 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 16:20 | yes | 3 | 19 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 15:42 | yes | 15 | 18 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 14:21 | yes | 19 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 13:58 | yes | 4 | 7 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 13:13 | no | 0 | 16 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 15:29 | yes | 10 | 4 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:53 | yes | 9 | 15 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 14:55 | yes | 5 | 6 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 15:49 | yes | 24 | 45 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 13:24 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 14:50 | no | 0 | 29 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 13:46 | yes | 20 | 35 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 13:00 | yes | 24 | 34 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:31 | no | 0 | 16 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 13:22 | yes | 5 | 14 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:46 | yes | 23 | 26 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
BigCommerce read as BigCommerce B2B Edition
BigCommerce (with B2B Edition) read as BigCommerce B2B Edition
BigCommerce (with its B2B Edition) read as BigCommerce B2B Edition
BigCommerce Enterprise read as BigCommerce B2B Edition
Elastic Path read as Elastic Path Composable Commerce
Oracle Commerce read as Oracle CX Commerce
Squarespace read as Squarespace Commerce
Unresolved, counted raw
Carousell
Freewebstore
GoDaddy Stores
SAP Commerce
Shopify Starter or Shopify Basic
Vercel + Medusa
WooCommerce B2B
Zoey
Discontinued, still offered
No shut-down product was recommended here.