Ecommerce platforms for enterprise buyers
Asked as “ecommerce platform”, and as “online store platform”, on behalf of an enterprise B2B company. 48 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
31%
Contested · SAP Commerce Cloud 27%
31Shopify27SAP Commerce Cloud12Adobe Commerce29others
31% of first choices, contested.
Since September 2026↗new leaderNew leader since September 2026: Shopify (32%) replaces Adobe Commerce (34% then, 10% now), 22 points clear, past the 11-point floor.Shopify leads at 32%, replacing Adobe Commerce, which led at 34% and stands at 10% now: 22 points clear, past the 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
Shopify45%Clear leader▲+10Since September 2026: 35% → 45%, +10 points. Inside the 11-point floor: within noise. Read over the models both editions asked.Standing →Mid-market
BigCommerce B2B Edition47%Clear leader▼−1Since September 2026: 47% → 46%, −1 point. Inside the 11-point floor: within noise. Read over the models both editions asked.Standing →EnterpriseShopify31%Contested↗new leaderNew leader since September 2026: Shopify (32%) replaces Adobe Commerce (34% then, 10% now), 22 points clear, past the 11-point floor.This page
Shopify45%Clear leader▲+10Since September 2026: 35% → 45%, +10 points. Inside the 11-point floor: within noise. Read over the models both editions asked.Standing →Mid-marketBigCommerce B2B Edition47%Clear leader▼−1Since September 2026: 47% → 46%, −1 point. Inside the 11-point floor: within noise. Read over the models both editions asked.Standing →EnterpriseShopify31%Contested↗new leaderNew leader since September 2026: Shopify (32%) replaces Adobe Commerce (34% then, 10% now), 22 points clear, past the 11-point floor.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 September 2026
01Shopify31%21%63endorsed leader▲+3Since September 2026: 29% → 32%, +3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.29% → 32%
Shopify31%21%63endorsed leader▲+3Since September 2026: 29% → 32%, +3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.29% → 32%02
SAP Commerce Cloud27%27%44criticized challenger▲+22Since September 2026: 5% → 27%, +22 points. Past the 11-point floor: movement. Read over the models both editions asked.5% → 27%
SAP Commerce Cloud27%27%44criticized challenger▲+22Since September 2026: 5% → 27%, +22 points. Past the 11-point floor: movement. Read over the models both editions asked.5% → 27%03
Adobe Commerce12%34%64criticized challenger▼−24Since September 2026: 34% → 10%, −24 points. Past the 11-point floor: movement. Read over the models both editions asked.34% → 10%
Adobe Commerce12%34%64criticized challenger▼−24Since September 2026: 34% → 10%, −24 points. Past the 11-point floor: movement. Read over the models both editions asked.34% → 10%04BigCommerce B2B Edition8%12%59accepted challenger▼−1Since September 2026: 11% → 10%, −1 point. Inside the 11-point floor: within noise. Read over the models both editions asked.11% → 10%
BigCommerce B2B Edition8%12%59accepted challenger▼−1Since September 2026: 11% → 10%, −1 point. Inside the 11-point floor: within noise. Read over the models both editions asked.11% → 10%05
Salesforce Commerce Cloud4%25%51criticized challenger▲+2Since September 2026: 3% → 5%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.3% → 5%
Salesforce Commerce Cloud4%25%51criticized challenger▲+2Since September 2026: 3% → 5%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.3% → 5%06Spryker2%0%10accepted challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 2%
07
Oracle CX Commerce2%25%12criticized challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 2%
Oracle CX Commerce2%25%12criticized challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 2%Show the three products at 0%, ordered by negative rate
10
WooCommerce0%77%13criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
WooCommerce0%77%13criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%09
Elastic Path Composable Commerce0%13%15accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
Elastic Path Composable Commerce0%13%15accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%08
commercetools0%3%33accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
commercetools0%3%33accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.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 is noise, and both are shown. Movement is read over the twelve models both editions asked; GPT-6 Luna, Muse Glimmer 30B joined this edition and are in the standing but not yet in the comparison. 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
BigCommerce B2B Edition vs Big CartelBigCommerce B2B Edition vs OroCommerceShopify vs WooCommerceShopify vs Square OnlineShopify vs Big CartelShopify vs OroCommerceWooCommerce vs Square OnlineWooCommerce vs Big CartelWooCommerce vs OroCommerceSquare Online vs Big CartelSquare Online vs OroCommerceBig Cartel vs OroCommerce
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 →
0102030405S06
07080910Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01Shopify31%
Shopify31%02SAP Commerce Cloud27%
SAP Commerce Cloud27%03Adobe Commerce12%
Adobe Commerce12%04BigCommerce B2B Edition8%
BigCommerce B2B Edition8%05Salesforce Commerce Cloud4%
Salesforce Commerce Cloud4%06Spryker2%
07Oracle CX Commerce2%
Oracle CX Commerce2%08commercetools0%
commercetools0%09Elastic Path Composable Commerce0%
Elastic Path Composable Commerce0%10WooCommerce0%
WooCommerce0%What they warned about
One of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, Perplexity Sonar, Grok 4.1 Fast, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2, 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 Commerce34%
22 of 64 labels negative · 13 of 14 models · 4 hard negative
“Traditional monolithic solutions (e.g., older versions of Magento, some legacy on-premise systems) that tightly couple front- and back-ends” Mistral Small, negative prompt
Salesforce Commerce Cloud25%
13 of 51 labels negative · 12 of 14 models · 1 hard negative
“These use **Usage-Based (GMV) Pricing**... creates massive budget volatility” Qwen 3.7 Flash, budget prompt
Shopify21%
13 of 63 labels negative · 10 of 14 models · 1 hard negative
“Platforms enterprises are generally advised to avoid / use with caution — "There are hard limits on API calls per second, which can hamper performance at scale."” Muse Glimmer 30B, negative prompt
WooCommerce77%
10 of 13 labels negative · 9 of 14 models · 5 hard negative
“Developer-dependent, plugin sprawl ... avoid the SMB-first SaaS builders or self-hosted plugin stacks for core commerce” Muse Glimmer 30B, negative prompt
What they cite
Citations exist only for the models that return a source list: fourteen of the fourteen in this edition, and all six flagship models on the expanded tier.
Sites the answers cite
77 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. 1069 links across 267 sites, every framing counted. Ranked by the number of answers carrying the site or page. None of the 252 answers across every segment cited this index's own page for the category.
vendor site · Shopify59 answers · 123 citations · 13 models
34 answers · 43 citations · 11 models
vendor site · Elastic Path32 answers · 33 citations · 10 models
31 answers · 56 citations · 11 models
vendor site · BigCommerce30 answers · 44 citations · 12 models
vendor site · Guideflow18 answers · 24 citations · 10 models
17 answers · 22 citations · 9 models
16 answers · 17 citations · 9 models
14 answers · 14 citations · 8 models
14 answers · 14 citations · 7 models
13 answers · 17 citations · 7 models
12 answers · 13 citations · 8 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
28 answers · 11 models
28 answers · 11 models
21 answers · 9 models
19 answers · 10 models
16 answers · 9 models
14 answers · 9 models
14 answers · 7 models
13 answers · 7 models
12 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 Shopify 31%, Shopify Plus / Shopify Enterprise 2% | 33% | 314 | 1,000,000 | 38,067 | 3,486,997 | $3,351 | 110 |
| SAP parent site SAP Commerce Cloud 27% | 27% | 102 | 135,000 | 74,309 | |||
| Adobe parent site Adobe Commerce 12% | 12% | 192 | 1,220,000 | 117,563 | |||
| BigCommerce B2B Edition bigcommerce.com BigCommerce B2B Edition 8%, BigCommerce Performance 0% | 8% | 180 | 210 | 2 | 655,124 | $1,225 | 115 |
| Salesforce parent site Salesforce Commerce Cloud 4%, Salesforce B2B Commerce 4% | 8% | 132 | 550,000 | 60,632 | |||
| Spryker spryker.com | 2% | 13 | 260 | 4 | 569 | ||
| Oracle parent site Oracle CX Commerce 2% | 2% | 11 | 450,000 | 66,611 | |||
| OroCommerce | 2% | 320 | 15 | ||||
| Broadleaf Commerce broadleafcommerce.com | 2% | 1 | |||||
| Shift4Shop shift4shop.com | 2% | 11 |
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 Cloudno first choiceChangedShopifyShopifyagainst: SAP Commerce Cloudno first choiceagainst: Adobe Commerce, Ecwid, Salesforce Commerce Cloud, Shopify, Wix, commercetools
Five alternatives
Adobe Commerce, BigCommerce B2B Edition, NetSuite, Oracle CX Commerce, Salesforce Commerce CloudFive alternatives
Adobe Commerce, NetSuite, Oracle CX Commerce, SAP Commerce Cloud, ShopifyTwo alternatives
BigCommerce B2B Edition, Magento CommerceOne alternative
CarbonGPT-5.4 miniSAP Commerce CloudShopifyChangedno first choiceShopify Plus / Shopify Enterpriseagainst: Adobe Commerce, Salesforce Commerce Cloudno first choicenothing named
Four alternatives
Adobe Commerce, BigCommerce B2B Edition, Shopify, commercetoolsTwo alternatives
Adobe Commerce, BigCommerce B2B EditionOne alternative
BigCommerce B2B EditionGemini 3.5 Flashno first choiceSAP Commerce CloudChangedno first choiceBroadleaf Commerceagainst: Salesforce Commerce Cloud, Shopifyno first choiceagainst: GoDaddy, On-premise Adobe Commerce, OpenCart, PrestaShop, SAP Hybris, Squarespace Commerce, Standard BigCommerce, Standard Shopify, Weebly, Wix, WooCommerce, legacy Oracle ATG
Five alternatives
Adobe Commerce, BigCommerce B2B Edition, Salesforce Commerce Cloud, Shopify, commercetoolsFour alternatives
Adobe Commerce, Salesforce Commerce Cloud, Shopify, commercetoolsThree alternatives
Drupal Commerce, Medusa.js, OroCommercePerplexity SonarSprykerSAP Commerce CloudChangedno first choiceBigCommerce B2B Editionagainst: Adobe Commerce, Salesforce Commerce Cloudno first choiceagainst: Adobe Commerce, Square Online, Squarespace Commerce, Wix, WooCommerce
Four alternatives
Adobe Commerce, BigCommerce B2B Edition, SAP Commerce Cloud, Salesforce Commerce CloudTwo alternatives
Salesforce Commerce Cloud, ShopifySix alternatives
Adobe Commerce, BigCommerce B2B Edition, SAP Commerce Cloud, SCAYLE, Salesforce Commerce Cloud, ShopifyOne alternative
ShopifyGrok 4.1 FastSalesforce Commerce CloudShopifyChangedShopifyShopifyagainst: Adobe Commerce, Oracle CX Commerce, Salesforce Commerce Cloud, WooCommerceShopifyagainst: Adobe Commerce, BigCommerce B2B Edition, SAP Commerce Cloud, Shopify, WooCommerce
Seven alternatives
Adobe Commerce, BigCommerce B2B Edition, Oracle CX Commerce, SAP Commerce Cloud, Shopify, Spryker, commercetoolsTwo alternatives
Adobe Commerce, BigCommerce B2B EditionFour alternatives
Adobe Commerce, BigCommerce B2B Edition, Salesforce Commerce Cloud, commercetoolsOne alternative
BigCommerce B2B EditionTwo alternatives
Salesforce Commerce Cloud, commercetoolsMistral SmallSalesforce Commerce Cloud, ShopifyAdobe Commerce, SAP Commerce CloudChangedShopifyBigCommerce B2B Edition, Shopifyagainst: Adobe Commerce, Salesforce Commerce Cloudno first choiceagainst: Adobe Commerce
Three alternatives
Elastic Path Composable Commerce, Oracle CX Commerce, SAP Commerce CloudOne alternative
BigCommerce B2B EditionThree alternatives
Adobe Commerce, BigCommerce B2B Edition, Salesforce Commerce CloudDeepSeek V4 FlashOroCommerceSAP Commerce CloudChangedno first choiceagainst: SAP Commerce CloudShopifyagainst: Adobe Commerce, SAP Commerce Cloud, Salesforce Commerce Cloudno first choiceagainst: IBM WebSphere Commerce, Shopify, Squarespace Commerce, Wix, WooCommerce
Four alternatives
Adobe Commerce, SAP Commerce Cloud, Salesforce Commerce Cloud, commercetoolsTwo alternatives
Adobe Commerce, ShopifyFive alternatives
Adobe Commerce, BigCommerce B2B Edition, Salesforce Commerce Cloud, Shopify, commercetoolsOne alternative
BigCommerce B2B EditionLlama 4 MaverickOracle CX CommerceSAP Commerce CloudChangedno first choiceagainst: Adobe CommerceShopifyagainst: Adobe Commerce, SAP Commerce Cloud, Salesforce Commerce Cloudno first choiceagainst: Adobe Commerce, Bagisto, Odoo, SAP Commerce Cloud
Two alternatives
BigCommerce B2B Edition, ShopifyQwen 3.7 FlashAdobe CommerceAdobe Commerce, BigCommerce B2B EditionChangedagainst: ShopifyShopifyagainst: Oracle CX Commerce, SAP Commerce CloudBigCommerce B2B Edition, Shopifyagainst: Adobe Commerce, SAP Commerce Cloud, Salesforce Commerce CloudShopifyagainst: Adobe Commerce, Salesforce Commerce Cloudagainst: BigCommerce B2B Edition, GoDaddy, Klaviyo-based solutions, Shopify, Square Online, Squarespace Commerce, Stripe, Wix, WooCommerce, WordPress
Four alternatives
BigCommerce B2B Edition, SAP Commerce Cloud, Salesforce Commerce Cloud, commercetoolsFive alternatives
Amazon Business On-Demand, Coupa, Salesforce Commerce Cloud, Zycus, commercetoolsFour alternatives
Adobe Commerce, BigCommerce B2B Edition, Salesforce Commerce Cloud, commercetoolsOne alternative
BigCommerce B2B EditionKimi K2SAP Commerce Cloudagainst: ShopifySAP Commerce Cloud, Salesforce B2B CommerceChangedShopifyShopifyagainst: Adobe Commerce, BigCommerce B2B Edition, Elastic Path Composable Commerce, SAP Commerce Cloud, Salesforce Commerce Cloudno first choiceagainst: Adobe Commerce, IBM WebSphere Commerce, Oracle ATG, SAP Hybris, Shopify, Standard Shopify, WooCommerce
Three alternatives
Adobe Commerce, BigCommerce B2B Edition, Salesforce Commerce CloudOne alternative
Adobe CommerceFive alternatives
Adobe Commerce, BigCommerce B2B Edition, SAP Commerce Cloud, Salesforce Commerce Cloud, commercetoolsOne alternative
Kibo CommerceGLM 4.7 FlashXSAP Commerce CloudSAP Commerce CloudHeldShopifyShopifyagainst: Adobe Commerceno first choiceagainst: Adobe Commerce, Bagisto, Magento Open Source, Odoo, SAP Commerce Cloud, Salesforce Commerce Cloud, Shopify, Squarespace Commerce, Wix eCommerce, WooCommerce
Three alternatives
Adobe Commerce, BigCommerce B2B Edition, ShopifyFive alternatives
Adobe Commerce, BigCommerce B2B Edition, Salesforce Commerce Cloud, VTEX, commercetoolsThree alternatives
Adobe Commerce, BigCommerce B2B Edition, Salesforce Commerce CloudTwo alternatives
BigCommerce B2B Edition, commercetoolsMiniMax M2.5no first choiceAdobe CommerceChangedagainst: Shopifyno first choiceShift4Shopagainst: Adobe Commerce, BigCommerce B2B Edition, CoreCommerce, Elastic Path Composable Commerceno first choiceagainst: Adobe Commerce, Bagisto, Odoo, SAP Commerce Cloud
One alternative
BigCommerce B2B EditionTwo alternatives
Orderchamp Cloud, ShopifyGPT-6 LunaAdobe Commerce, SAP Commerce CloudSalesforce B2B CommerceChangedno first choiceShopifyno first choiceagainst: Adobe Commerce, BigCommerce B2B Edition, Shopify, Shopify on Basic, Grow, or Advanced, Wix, WooCommerce
One alternative
ShopifyThree alternatives
BigCommerce B2B Edition, SAP Commerce Cloud, ShopifyOne alternative
BigCommerce PerformanceMuse Glimmer 30BSAP Commerce CloudAdobe CommerceChangedagainst: ShopifyShopifyShopifyagainst: Adobe Commerce, BigCommerce B2B Edition, Oracle CX Commerce, SAP Commerce Cloud, Salesforce Commerce Cloudno first choiceagainst: BigCommerce B2B Edition, OpenCart, PrestaShop, Shift4Shop, Shopify, Squarespace Commerce, Wix, WooCommerce
Five alternatives
Adobe Commerce, Oracle CX Commerce, Salesforce Commerce Cloud, Shopify Plus with B2B, SprykerOne alternative
Salesforce B2B CommerceSeven alternatives
Adobe Commerce, BigCommerce B2B Edition, SAP Commerce Cloud, Salesforce Commerce Cloud, Spryker, VTEX, commercetoolsOne alternative
Elastic Path Composable CommerceBold 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. Full answer text is in the free responses file. Download the record
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 | 2026-10-01 13:37 | no | 0 | 5 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:17 | yes | 5 | 7 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 13:46 | yes | 17 | 24 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-01 08:47 | yes | 16 | 3 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 09:11 | yes | 23 | 8 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 07:38 | yes | 5 | 3 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 14:06 | yes | 25 | 70 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 13:11 | yes | 5 | 1 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 12:28 | yes | 15 | 48 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 09:23 | yes | 10 | 20 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 13:45 | yes | 25 | 42 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 12:37 | yes | 5 | 17 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-01 10:41 | yes | 5 | 13 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 14:12 | yes | 11 | 25 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 07:37 | no | 0 | 5 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 11:06 | yes | 4 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 07:26 | yes | 10 | 26 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-01 11:58 | yes | 15 | 3 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 08:37 | yes | 20 | 8 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 13:01 | yes | 5 | 5 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 07:40 | yes | 21 | 36 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:14 | yes | 5 | 1 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:52 | no | 0 | 37 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:14 | yes | 10 | 11 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 13:19 | yes | 14 | 24 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:58 | yes | 9 | 24 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-01 11:55 | yes | 4 | 17 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 11:23 | yes | 14 | 30 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 09:36 | yes | 9 | 20 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 11:48 | yes | 7 | 8 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 12:51 | yes | 20 | 38 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-01 11:15 | yes | 17 | 6 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 13:47 | yes | 24 | 12 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 13:46 | yes | 12 | 11 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:39 | yes | 22 | 45 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:26 | yes | 5 | 1 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 10:21 | yes | 8 | 28 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 11:04 | yes | 15 | 26 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:15 | yes | 25 | 163 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 07:49 | yes | 10 | 13 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-01 13:41 | yes | 6 | 30 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 13:31 | yes | 22 | 38 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 10:21 | yes | 19 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 12:03 | yes | 4 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 13:43 | yes | 20 | 30 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-01 09:16 | yes | 20 | 3 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 11:52 | yes | 23 | 8 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:07 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 08:37 | yes | 23 | 20 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 11:23 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 10:44 | yes | 24 | 170 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 09:19 | yes | 13 | 37 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 13:32 | yes | 25 | 73 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 12:36 | yes | 20 | 59 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 08:09 | yes | 3 | 19 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:21 | yes | 20 | 36 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 12:08 | yes | 18 | 15 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 14:02 | yes | 4 | 8 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 11:15 | no | 0 | 16 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-01 09:51 | yes | 14 | 9 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 12:54 | yes | 15 | 8 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:38 | no | 0 | 10 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 08:07 | yes | 25 | 72 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:27 | yes | 5 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 13:36 | no | 0 | 29 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 11:42 | yes | 25 | 29 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 12:16 | yes | 14 | 109 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 09:17 | yes | 5 | 23 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 10:58 | yes | 5 | 20 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 13:03 | yes | 14 | 24 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 11:46 | yes | 17 | 10 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 11:00 | yes | 5 | 7 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:36 | yes | 10 | 26 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-01 07:57 | yes | 20 | 6 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 08:59 | yes | 24 | 10 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 08:55 | yes | 5 | 3 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 13:21 | yes | 24 | 44 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 11:45 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:44 | no | 0 | 30 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 09:19 | yes | 25 | 32 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 12:12 | yes | 25 | 74 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 12:59 | yes | 14 | 35 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-01 07:41 | yes | 6 | 28 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 07:39 | yes | 21 | 46 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
BigCommerce read as BigCommerce B2B Edition
BigCommerce (Enterprise/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
SAP read as SAP Commerce Cloud
Salesforce read as Salesforce Commerce Cloud
Squarespace read as Squarespace Commerce
Unresolved, counted raw
Amazon Business On-Demand
Broadleaf Commerce
Carbon
CoreCommerce
Drupal Commerce
Elastic Path SCAYLE
Elemica
Infor CloudSuite
Kinaxis
Klaviyo-based solutions
Medusa.js
Miva
On-premise Adobe Commerce (formerly Magento On-Premise)
Orderchamp Cloud
PinnacleCart
SAP Commerce
Salesforce Agentforce Commerce
Sana Commerce Cloud
Shopify Plus with B2B
Shopify on Basic, Grow, or Advanced
Sitecore Experience Commerce
Spree Commerce
Spree Enterprise
Spry
Standard BigCommerce
StoreHippo
TraceLink
Zycus
elasticpath
legacy Oracle ATG
Discontinued, still offered
No shut-down product was recommended here.