Ecommerce platforms for small business buyers
Asked as “ecommerce platform”, and as “online store platform”, on behalf of a small B2B company. 56 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
45%
Clear leader
45Shopify25BigCommerce B2B Edition16WooCommerce14others
45% of first choices, clear leader.
Since September 2026▲+10Since September 2026: 35% → 45%, +10 points. Inside the 11-point floor: within noise. Read over the models both editions asked.Shopify held the lead, +10 points on 35%, 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
Shopify45%Clear leader▲+10Since September 2026: 35% → 45%, +10 points. Inside the 11-point floor: within noise. Read over the models both editions asked.This pageMid-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.Standing →
Shopify45%Clear leader▲+10Since September 2026: 35% → 45%, +10 points. Inside the 11-point floor: within noise. Read over the models both editions asked.This pageMid-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.Standing →The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for a small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince September 2026
01Shopify45%13%83endorsed leader▲+10Since September 2026: 35% → 45%, +10 points. Inside the 11-point floor: within noise. Read over the models both editions asked.35% → 45%
Shopify45%13%83endorsed leader▲+10Since September 2026: 35% → 45%, +10 points. Inside the 11-point floor: within noise. Read over the models both editions asked.35% → 45%02BigCommerce B2B Edition25%6%63accepted challenger▼−5Since September 2026: 31% → 27%, −5 points. Inside the 11-point floor: within noise. Read over the models both editions asked.31% → 27%
BigCommerce B2B Edition25%6%63accepted challenger▼−5Since September 2026: 31% → 27%, −5 points. Inside the 11-point floor: within noise. Read over the models both editions asked.31% → 27%03
WooCommerce16%14%59accepted challenger▲+3Since September 2026: 14% → 16%, +3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.14% → 16%
WooCommerce16%14%59accepted challenger▲+3Since September 2026: 14% → 16%, +3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.14% → 16%04
Square Online11%6%18accepted challenger=heldSince September 2026: 8% → 8%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.8% → 8%
Square Online11%6%18accepted challenger=heldSince September 2026: 8% → 8%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.8% → 8%05
Wix2%26%23criticized challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 2%
Wix2%26%23criticized 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 five products at 0%, ordered by negative rate
10
Adobe Commerce0%79%24criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
Adobe Commerce0%79%24criticized 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
Salesforce Commerce Cloud0%55%11criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
Salesforce Commerce Cloud0%55%11criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%08Wix eCommerce0%50%14criticized challenger▼−4Since September 2026: 4% → 0%, −4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.4% → 0%
07
Squarespace Commerce0%39%28criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
Squarespace Commerce0%39%28criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%06
Ecwid0%21%14accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
Ecwid0%21%14accepted 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 →
01020304050607W08
0910Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative60%
Key
01Shopify45%
Shopify45%02BigCommerce B2B Edition25%
BigCommerce B2B Edition25%03WooCommerce16%
WooCommerce16%04Square Online11%
Square Online11%05Wix2%
Wix2%06Ecwid0%
Ecwid0%07Squarespace Commerce0%
Squarespace Commerce0%08Wix eCommerce0%
09Salesforce Commerce Cloud0%
Salesforce Commerce Cloud0%10Adobe Commerce0%
Adobe Commerce0%What they warned about
Five of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, Grok 4.1 Fast, Mistral Small, DeepSeek V4 Flash, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX, MiniMax M2.5 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 Commerce79%
19 of 24 labels negative · 11 of 14 models · 7 hard negative
“fully self-hosted open-source platforms like **Magento (Adobe Commerce)** are generally **not recommended for most small businesses**” Qwen 3.7 Flash, negative prompt
Squarespace Commerce39%
11 of 28 labels negative · 10 of 14 models · 1 hard negative
“Avoid Wix and Squarespace” DeepSeek V4 Flash, negative prompt
Shopify13%
11 of 83 labels negative · 9 of 14 models
“Shopify charges transaction fees if you don’t use Shopify Payments... That doesn’t make Shopify “bad,” but small businesses should model total cost carefully.” GPT-5.4 mini, negative prompt
Wix eCommerce
50%
7 of 14 labels negative · 7 of 14 models
“a concern if you expect to grow, rebrand, add complex integrations, or move off Wix later. Wix sites are not easily migrated.” 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
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. 911 links across 255 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 · Shopify49 answers · 89 citations · 14 models
vendor site · BigCommerce46 answers · 81 citations · 14 models
25 answers · 41 citations · 8 models
24 answers · 28 citations · 8 models
21 answers · 21 citations · 9 models
vendor site · Stripe21 answers · 21 citations · 9 models
15 answers · 15 citations · 10 models
14 answers · 14 citations · 10 models
12 answers · 12 citations · 7 models
11 answers · 16 citations · 8 models
vendor site · Shopify11 answers · 16 citations · 5 models
vendor site · Guideflow11 answers · 14 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.
24 answers · 10 models
21 answers · 8 models
21 answers · 9 models
18 answers · 11 models
16 answers · 7 models
14 answers · 10 models
14 answers · 8 models
13 answers · 5 models
12 answers · 8 models
11 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 | Best Google position |
|---|---|---|---|---|---|---|---|---|
| Shopify shopify.com | 45% | 314 | 1,000,000 | 38,067 | 3,486,997 | $3,351 | 110 | |
| BigCommerce B2B Edition bigcommerce.com | 25% | 180 | 210 | 2 | 655,124 | $1,225 | 115 | |
| WooCommerce woocommerce.com | 16% | 140 | 22,200 | 3,726 | 88,616 | $24 | 15 | |
| Square Online squareup.com | 11% | 49 | 9,900 | 465 | 3,658,565 | $9 | 99 | |
| Wix wix.com | 2% | 179 | 673,000 | 21,881 | 4,049,160 | $1,858 | 119 | |
| Hostinger hostinger.com | 2% | 5 | 201,000 | 1,828 | 496,358 | $18,320 | 118 | |
| Ecwid ecwid.com | 0% | 32 | 12,100 | 108 | 136,123 | 0 | ||
| Squarespace Commerce squarespace.com | 0% | 57 | 390 | 25 | 7,819,271 | $1,835 | 62 | |
| nopCommerce nopcommerce.com | 0% | 7 | 6 | |||||
| LaunchMyStore Starter launchmystore.io | 0% | 4 |
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 small B2B company?”Paraphrase“Which online store platform would you recommend to a small business that sells to other businesses?”Comparative“What are the top ecommerce platforms for a small team and how do they differ?”Budget-constrained“What is the best ecommerce platform for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating an ecommerce platform. What should we look at?”Negative“Which ecommerce platforms should a small business avoid or be cautious about?”
Claude Haiku 4.5BigCommerce B2B Edition, WooCommerceagainst: Adobe Commerce, Shopify, Squarespace CommerceShopifyChangedShopifySquare Onlineno first choiceagainst: Big Cartel, BigCommerce B2B Edition, Shopify, Squarespace Commerce, Wix, WooCommerce
Two alternatives
BigCommerce B2B Edition, WooCommerceFour alternatives
BigCommerce B2B Edition, Squarespace Commerce, Wix, WooCommerceThree alternatives
Ecwid, Hostinger, WooCommerceGPT-5.4 miniShopifyagainst: Adobe CommerceShopifyHeldagainst: Adobe CommerceShopifyShopifyno first choiceagainst: Adobe Commerce, Magento Open Source, Shopify, Squarespace Commerce, Wix eCommerce, WooCommerce
One alternative
BigCommerce B2B EditionTwo alternatives
BigCommerce B2B Edition, WooCommerceFive alternatives
BigCommerce B2B Edition, Ecwid, Squarespace Commerce, Wix, WooCommerceTwo alternatives
Square Online, WooCommerceGemini 3.5 FlashShopifyagainst: Adobe Commerce, SAP Commerce Cloud, Salesforce Commerce CloudShopifyHeldShopifyShopifyShopifyagainst: Adobe Commerce, WooCommerceagainst: Adobe Commerce, Big Cartel, Oracle CX Commerce, SAP Commerce Cloud, Salesforce Commerce Cloud, Shift4Shop, Squarespace Commerce, Volusion, Wix, WooCommerce, Zen Cart, osCommerce
Three alternatives
BigCommerce B2B Edition, WooCommerce, ZoeyTwo alternatives
BigCommerce B2B Edition, WooCommerceFive alternatives
BigCommerce B2B Edition, Square Online, Squarespace Commerce, Wix, WooCommerceFive alternatives
Ecwid, Square Online, Squarespace Commerce, Wix, WooCommerceOne alternative
BigCommerce B2B EditionPerplexity SonarBigCommerce B2B EditionBigCommerce B2B EditionHeldShopifyHostinger, Square Onlineno first choiceagainst: Adobe Commerce, Big Cartel, BigCommerce B2B Edition, Ecwid, Gumroad-style low-cost tools, SAP Commerce Cloud, Salesforce Commerce Cloud, Square Online, Squarespace Commerce, Wix eCommerce, commercetools
Three alternatives
Ecwid, Shopify, WixOne alternative
ShopifyFour alternatives
BigCommerce B2B Edition, Squarespace Commerce, Wix, WooCommerceOne alternative
ShopifyGrok 4.1 FastShopifyagainst: Adobe Commerce, Cin7, ORO, Salesforce Commerce CloudBigCommerce B2B EditionChangedagainst: Adobe CommerceShopifySquare Online, WooCommerceShopifyagainst: Adobe Commerce, Amazon, Etsy, Salesforce Commerce Cloud, Shopify, Squarespace Commerce, Wix eCommerce, eBay
Two alternatives
BigCommerce B2B Edition, WooCommerceTwo alternatives
Shopify, WooCommerceFour alternatives
BigCommerce B2B Edition, Squarespace Commerce, Wix, WooCommerceOne alternative
ShopifyTwo alternatives
BigCommerce B2B Edition, WooCommerceMistral SmallShopifyagainst: Adobe Commerceno first choiceChangedShopify, WixShopify, WooCommerceno first choiceagainst: Adobe Commerceagainst: Amazon, Etsy, eBay
Two alternatives
BigCommerce B2B Edition, nopCommerceThree alternatives
BigCommerce B2B Edition, Squarespace Commerce, WooCommerceOne alternative
OpenCartDeepSeek V4 FlashBigCommerce B2B EditionShopifyChangedagainst: WooCommerceShopifyWixBigCommerce B2B Edition, Shopifyagainst: Adobe Commerceagainst: Big Cartel, BigCommerce B2B Edition, Magento 1.x, PrestaShop, Shopify, Squarespace Commerce, Volusion V1, Weebly, Wix, WooCommerce, Zen Cart, osCommerce
Two alternatives
Shopify, WooCommerceOne alternative
BigCommerce B2B EditionFive alternatives
BigCommerce B2B Edition, Ecwid, Squarespace Commerce, Wix, WooCommerceFour alternatives
Ecwid, Shopify, Square Online, WooCommerceOne alternative
WooCommerceLlama 4 MaverickShopifyShopifyHeldShopifyBigCommerce B2B Edition, WooCommerceno first choiceagainst: Adobe Commerce, Volusion
Two alternatives
BigCommerce B2B Edition, nopCommerceTwo alternatives
BigCommerce B2B Edition, Elastic Path Composable CommerceFour alternatives
BigCommerce B2B Edition, Ecwid, Square Online, Wix eCommerceTwo alternatives
LaunchMyStore Starter, ShopifyQwen 3.7 FlashBigCommerce B2B EditionBigCommerce B2B Edition, ShopifyChangedagainst: ShopifyShopifyWooCommerceno first choiceagainst: Adobe Commerce, Hyväagainst: Adobe Commerce, Amazon, Shopify, Squarespace Commerce, Weebly, Wix, eBay
Three alternatives
Shopify, WooCommerce, WordPressTwo alternatives
Faire, WooCommerceTwo alternatives
BigCommerce B2B Edition, WixThree alternatives
Shopify, Square Online, Wix eCommerceThree alternatives
BigCommerce B2B Edition, Shopify, Squarespace CommerceKimi K2BigCommerce B2B Edition, ShopifyShopifyChangedShopifyagainst: WixWooCommerceBigCommerce B2B Edition, Shopifyagainst: Ecwid, Shopify, Squarespace Commerce, Wix eCommerce
One alternative
WooCommerceTwo alternatives
BigCommerce B2B Edition, WooCommerceThree alternatives
BigCommerce B2B Edition, Squarespace Commerce, WooCommerceThree alternatives
BigCommerce B2B Edition, Shopify, WixGLM 4.7 FlashXBigCommerce B2B Editionagainst: Adobe CommerceShopifyChangedShopifyWooCommerceagainst: Wixno first choiceagainst: Big Cartel, Magento Open Source, OpenCart, PrestaShop, Salesforce Commerce Cloud, Wix eCommerce
One alternative
ShopifyTwo alternatives
BigCommerce B2B Edition, WooCommerceSix alternatives
BigCommerce B2B Edition, Ecwid, Square Online, Squarespace Commerce, Wix eCommerce, WooCommerceFour alternatives
BigCartel, BigCommerce B2B Edition, Shopify, Square OnlineMiniMax M2.5Shopifyagainst: Adobe CommerceBigCommerce B2B EditionChangedShopifySquare Online, WooCommerceno first choiceagainst: Ecwid, Shopify, Volusion, Wix eCommerce
Two alternatives
BigCommerce B2B Edition, WooCommerceOne alternative
nopCommerceThree alternatives
BigCommerce B2B Edition, Squarespace Commerce, WooCommerceTwo alternatives
Shopify, WixGPT-6 LunaShopifyShopifyHeldShopifyagainst: BigCommerce B2B Edition, WooCommerceSquare Onlineno first choiceagainst: Etsy, Shopify, Squarespace Commerce, WooCommerce
Two alternatives
BigCommerce B2B Edition, WooCommerceOne alternative
BigCommerce B2B EditionThree alternatives
Square Online, Squarespace Commerce, WixTwo alternatives
Shopify, WooCommerceMuse Glimmer 30BShopifyBigCommerce B2B EditionChangedShopifySquare Online, WooCommerceno first choiceagainst: Shopify, Squarespace Commerce, Wix eCommerce
Two alternatives
BigCommerce B2B Edition, WooCommerceOne alternative
ShopifyThree alternatives
BigCommerce B2B Edition, Wix eCommerce, WooCommerceThree alternatives
Big Cartel, Ecwid, ShopifyBold is the first choiceAlternatives are counted; the count opens them.What the answer argued against
The record
One row per call: the version string exactly as returned, whether the model searched, sources cited, and latency. 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 11:13 | no | 0 | 5 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:37 | yes | 3 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 11:08 | yes | 21 | 32 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-01 11:02 | yes | 16 | 3 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:17 | yes | 15 | 9 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 13:53 | yes | 11 | 8 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 08:40 | yes | 24 | 37 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 13:28 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:40 | yes | 10 | 25 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 12:48 | yes | 10 | 20 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 13:22 | yes | 15 | 42 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 13:58 | yes | 10 | 74 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-01 11:10 | yes | 4 | 14 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:03 | yes | 9 | 22 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 08:11 | no | 0 | 4 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:22 | yes | 4 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 12:49 | yes | 14 | 26 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-01 09:35 | yes | 13 | 3 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 08:23 | yes | 15 | 6 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 13:43 | no | 0 | 1 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 11:40 | yes | 23 | 24 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 12:55 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:59 | no | 0 | 23 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 12:17 | yes | 15 | 26 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 11:16 | yes | 25 | 14 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 07:58 | yes | 8 | 22 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-01 10:44 | yes | 2 | 12 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 13:32 | yes | 13 | 22 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 11:03 | yes | 9 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 13:12 | yes | 5 | 6 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 13:08 | yes | 13 | 27 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-01 11:58 | yes | 20 | 5 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 11:48 | yes | 23 | 9 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 09:18 | yes | 13 | 9 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 07:49 | yes | 25 | 39 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 13:56 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 12:59 | yes | 10 | 25 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 12:40 | yes | 15 | 28 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:44 | yes | 9 | 63 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:56 | yes | 8 | 24 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-01 09:49 | yes | 6 | 21 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:39 | yes | 15 | 29 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 13:36 | yes | 9 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 07:55 | no | 0 | 4 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 13:53 | yes | 13 | 19 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-01 08:10 | yes | 20 | 5 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 12:27 | yes | 23 | 9 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 07:48 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:06 | yes | 8 | 17 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:50 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 07:48 | no | 0 | 27 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 07:33 | yes | 9 | 30 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 07:46 | yes | 24 | 32 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:50 | no | 0 | 7 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 10:36 | yes | 3 | 12 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 13:54 | yes | 13 | 25 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 09:14 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 11:37 | no | 0 | 7 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 13:19 | no | 0 | 15 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-01 10:41 | yes | 20 | 4 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 08:27 | yes | 14 | 8 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 09:25 | no | 0 | 8 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 13:07 | yes | 25 | 69 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 11:53 | yes | 5 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 13:21 | yes | 10 | 33 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 09:01 | yes | 15 | 23 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 13:02 | no | 0 | 26 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 11:42 | no | 0 | 52 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 10:49 | yes | 2 | 22 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 13:06 | yes | 15 | 24 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 10:24 | yes | 9 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 11:41 | yes | 5 | 5 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 13:19 | yes | 10 | 24 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-01 10:20 | yes | 17 | 3 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 09:59 | yes | 25 | 12 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 08:17 | yes | 5 | 6 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:45 | yes | 25 | 43 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:46 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:58 | yes | 15 | 27 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:20 | yes | 24 | 24 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 09:00 | yes | 23 | 36 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 07:26 | yes | 15 | 34 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-01 09:45 | yes | 4 | 14 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:40 | yes | 25 | 37 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 read as Adobe Commerce
BigCommerce 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
Abound
BSS B2B Wholesale Solution
BigCartel
Gumroad-style low-cost tools
Hyvä
ORO
Tundra
Wholesale Pricing Discount
Wholesale Suite
Wholesale for WooCommerce
WholesaleX
Zoey
Discontinued, still offered
No shut-down product was recommended here.