Ecommerce marketing for small business buyers
Asked as “ecommerce marketing platform”, and as “marketing tool for an online store”, on behalf of a small B2B company. 48 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
25%
Contested · Shopify 17%
25HubSpot Marketing Hub17Shopify12Klaviyo46others
25% of first choices, contested.
Since October 2026▼−3Since October 2026: 28% → 25%, −3 points. Inside the 11-point floor: within noise.HubSpot Marketing Hub held the lead, −3 points on 28%, 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
HubSpot Marketing Hub25%Contested▼−3Since October 2026: 28% → 25%, −3 points. Inside the 11-point floor: within noise.This pageMid-marketHubSpot Marketing Hub41%Clear leader▲+3Since October 2026: 38% → 41%, +3 points. Inside the 11-point floor: within noise.Standing →Enterprise
Adobe Marketo Engage27%Contested↗new leaderNew leader since October 2026: Adobe Marketo Engage (27%) replaces Salesforce Marketing Cloud (15% then, 20% now), 7 points clear, inside the 11-point floor.Standing →
HubSpot Marketing Hub25%Contested▼−3Since October 2026: 28% → 25%, −3 points. Inside the 11-point floor: within noise.This pageMid-marketHubSpot Marketing Hub41%Clear leader▲+3Since October 2026: 38% → 41%, +3 points. Inside the 11-point floor: within noise.Standing →EnterpriseAdobe Marketo Engage27%Contested↗new leaderNew leader since October 2026: Adobe Marketo Engage (27%) replaces Salesforce Marketing Cloud (15% then, 20% now), 7 points clear, inside 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 October 2026
01HubSpot Marketing Hub25%18%38accepted challenger▼−3Since October 2026: 28% → 25%, −3 points. Inside the 11-point floor: within noise.28% → 25%
HubSpot Marketing Hub25%18%38accepted challenger▼−3Since October 2026: 28% → 25%, −3 points. Inside the 11-point floor: within noise.28% → 25%02
Shopify17%13%39accepted challenger▲+9Since October 2026: 8% → 17%, +9 points. Inside the 11-point floor: within noise.8% → 17%
Shopify17%13%39accepted challenger▲+9Since October 2026: 8% → 17%, +9 points. Inside the 11-point floor: within noise.8% → 17%03
Klaviyo12%20%54accepted challenger▼−4Since October 2026: 16% → 12%, −4 points. Inside the 11-point floor: within noise.16% → 12%
Klaviyo12%20%54accepted challenger▼−4Since October 2026: 16% → 12%, −4 points. Inside the 11-point floor: within noise.16% → 12%04
Omnisend10%0%34accepted challenger▼−6Since October 2026: 16% → 10%, −6 points. Inside the 11-point floor: within noise.16% → 10%
Omnisend10%0%34accepted challenger▼−6Since October 2026: 16% → 10%, −6 points. Inside the 11-point floor: within noise.16% → 10%05
ActiveCampaign10%7%29accepted challenger▲+2Since October 2026: 8% → 10%, +2 points. Inside the 11-point floor: within noise.8% → 10%
ActiveCampaign10%7%29accepted challenger▲+2Since October 2026: 8% → 10%, +2 points. Inside the 11-point floor: within noise.8% → 10%06
Mailchimp4%19%37accepted challenger▲+2Since October 2026: 2% → 4%, +2 points. Inside the 11-point floor: within noise.2% → 4%
Mailchimp4%19%37accepted challenger▲+2Since October 2026: 2% → 4%, +2 points. Inside the 11-point floor: within noise.2% → 4%07
WooCommerce4%10%21accepted challenger▲+4Since October 2026: 0% → 4%, +4 points. Inside the 11-point floor: within noise.0% → 4%
WooCommerce4%10%21accepted challenger▲+4Since October 2026: 0% → 4%, +4 points. Inside the 11-point floor: within noise.0% → 4%08
BigCommerce4%17%24accepted challenger=heldSince October 2026: 4% → 4%, ±0 points. Inside the 11-point floor: within noise.4% → 4%
BigCommerce4%17%24accepted challenger=heldSince October 2026: 4% → 4%, ±0 points. Inside the 11-point floor: within noise.4% → 4%09
Wix4%17%12accepted challenger▼−4Since October 2026: 8% → 4%, −4 points. Inside the 11-point floor: within noise.8% → 4%
Wix4%17%12accepted challenger▼−4Since October 2026: 8% → 4%, −4 points. Inside the 11-point floor: within noise.8% → 4%Show the two products at 0%, ordered by negative rate
11
Squarespace Commerce0%36%11criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Squarespace Commerce0%36%11criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%10
Brevo0%0%25accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Brevo0%0%25accepted 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
HubSpot Marketing Hub vs BigCommerce B2B EditionHubSpot Marketing Hub vs OmnisendHubSpot Marketing Hub vs Klaviyo
Head-to-head pages are published for mid-market buyers, so these open on mid-market figures, not small business.All twenty-eight head-to-head pages: the top eight products, each against each
HubSpot Marketing Hub vs BrevoHubSpot Marketing Hub vs MailchimpHubSpot Marketing Hub vs BigCommerceHubSpot Marketing Hub vs WooCommerceBigCommerce B2B Edition vs OmnisendBigCommerce B2B Edition vs KlaviyoBigCommerce B2B Edition vs BrevoBigCommerce B2B Edition vs MailchimpBigCommerce B2B Edition vs BigCommerceBigCommerce B2B Edition vs WooCommerceOmnisend vs KlaviyoOmnisend vs BrevoOmnisend vs MailchimpOmnisend vs BigCommerceOmnisend vs WooCommerceKlaviyo vs BrevoKlaviyo vs MailchimpKlaviyo vs BigCommerceKlaviyo vs WooCommerceBrevo vs MailchimpBrevo vs BigCommerceBrevo vs WooCommerceMailchimp vs BigCommerceMailchimp vs WooCommerceBigCommerce vs WooCommerce
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 →
0102030405060708091011Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01HubSpot Marketing Hub25%
HubSpot Marketing Hub25%02Shopify17%
Shopify17%03Klaviyo12%
Klaviyo12%04Omnisend10%
Omnisend10%05ActiveCampaign10%
ActiveCampaign10%06Mailchimp4%
Mailchimp4%07WooCommerce4%
WooCommerce4%08BigCommerce4%
BigCommerce4%09Wix4%
Wix4%10Brevo0%
Brevo0%11Squarespace Commerce0%
Squarespace Commerce0%What they warned about
Five of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, Perplexity Sonar, 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.
Klaviyo20%
11 of 54 labels negative · 8 of 14 models · 1 hard negative
“Avoid if: You're a beginner or on a tight budget—costs can become unsustainable quickly.” Grok 4.20, negative prompt
Amazon Ads100%
5 of 5 labels negative · 5 of 14 models · 3 hard negative
“come with high fees and zero customer data ownership, making them less desirable for small businesses” Llama 4 Maverick, negative prompt
HubSpot Marketing Hub18%
7 of 38 labels negative · 5 of 14 models · 2 hard negative
“Overpriced Tools to Avoid ... paying $800+/month just for simple workflows” Kimi K2, negative prompt
Mailchimp19%
7 of 37 labels negative · 5 of 14 models · 1 hard negative
“It's often called "prohibitive" for small ecommerce teams.” Grok 4.20, 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
69 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. 803 links across 279 sites, every framing counted. Ranked by the number of answers carrying the site or page. 27 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 · Shopify36 answers · 61 citations · 13 models
24 answers · 24 citations · 10 models
20 answers · 20 citations · 10 models
vendor site · Stripe18 answers · 22 citations · 9 models
14 answers · 18 citations · 8 models
vendor site · Buffer13 answers · 14 citations · 8 models
13 answers · 13 citations · 7 models
vendor site · WiserReview12 answers · 12 citations · 7 models
vendor site · Omnisend11 answers · 21 citations · 9 models
vendor site · Capterra11 answers · 16 citations · 7 models
vendor site · Klaviyo11 answers · 12 citations · 6 models
vendor site · BigCommerce10 answers · 16 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.
17 answers · 10 models
15 answers · 10 models
15 answers · 9 models
12 answers · 7 models
11 answers · 8 models
10 answers · 7 models
8 answers · 4 models
8 answers · 6 models
8 answers · 7 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 marketing platform”, “ecommerce marketing 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 |
|---|---|---|---|---|---|---|---|---|
| HubSpot parent site HubSpot Marketing Hub 25%, HubSpot CRM 2% | 27% | 991 | 368,000 | 9,776 | ||||
| Shopify shopify.com Shopify 17%, Shopify Email 2% | 19% | 299 | 1,000,000 | 38,067 | 3,486,997 | $3,351 | 110 | |
| Klaviyo klaviyo.com | 12% | 365 | 90,500 | 1,560 | 200,057 | $572 | 20 | 8 |
| Omnisend omnisend.com | 10% | 199 | 9,900 | 108 | 51,545 | $113 | 66 | |
| ActiveCampaign activecampaign.com | 10% | 437 | 18,100 | 307 | 235,709 | $1,424 | 32 | |
| Intuit mailchimp.com Mailchimp 4% | 4% | 328 | 368,000 | 6,862 | 1,931,402 | $1,214 | 107 | |
| WooCommerce woocommerce.com | 4% | 146 | 22,200 | 3,726 | 88,616 | $24 | 15 | |
| BigCommerce bigcommerce.com BigCommerce 4%, BigCommerce B2B Edition 0% | 4% | 164 | 9,900 | 989 | 655,124 | $1,225 | 115 | |
| Wix wix.com | 4% | 185 | 673,000 | 21,881 | 4,049,160 | $1,858 | 119 | |
| Square Online squareup.com | 2% | 59 | 9,900 | 465 | 3,658,565 | $9 | 99 |
Google's top ten for the two searches hold 14 sites; 2 of them are among the sites the models cited here (klaviyo.com, wiserreview.com). The first result for “best ecommerce marketing platform” is ecomm.design.
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 marketing platform for a small B2B company?”Paraphrase“Which marketing tool for an online store would you recommend to a small business that sells to other businesses?”Comparative“What are the top ecommerce marketing platforms for a small team and how do they differ?”Budget-constrained“What is the best ecommerce marketing platform for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating an ecommerce marketing platform. What should we look at?”Negative“Which ecommerce marketing platforms should a small business avoid or be cautious about?”
Claude Haiku 4.5ShopifyActiveCampaign, HubSpot Marketing HubChangedShopifyMoosendno first choiceagainst: Adobe Commerce, Amazon Ads, Ecwid, Shopify, Squarespace Commerce, Volusion
Three alternatives
BigCommerce, SparkLayer, WooCommerceOne alternative
MailchimpSix alternatives
ActiveCampaign, Klaviyo, Mailchimp, Squarespace Commerce, Wix, WooCommerceEight alternatives
BigCommerce, Brevo, Klaviyo, Mailchimp, MailerLite, PrestaShop, Wix, WooCommerceGPT-5.4 miniHubSpot Marketing Hubagainst: KlaviyoHubSpot Marketing HubHeldKlaviyo, Omnisendagainst: HubSpot Marketing HubOmnisendno first choicenothing named
One alternative
ActiveCampaignThree alternatives
ActiveCampaign, Klaviyo, MailchimpTwo alternatives
Brevo, MailchimpThree alternatives
Shopify, Square Online, WooCommerceGemini 3.5 FlashActiveCampaignActiveCampaignHeldagainst: MailchimpKlaviyoOmnisendagainst: Klaviyo, OptinMonster, PrivyKlaviyoagainst: Bloomreach, HubSpot Marketing Hubagainst: Adobe Experience Cloud, Adobe Marketo Engage, ClickFunnels, HubSpot Marketing Hub, Kartra, Mailchimp, Oracle Eloqua, Salesforce Marketing Cloud, Yotpo
Three alternatives
Brevo, HubSpot Marketing Hub, KlaviyoThree alternatives
Dealfront, HubSpot Marketing Hub, KlaviyoFour alternatives
ActiveCampaign, Brevo, Drip, OmnisendTwo alternatives
Brevo, MailerLiteTwo alternatives
ActiveCampaign, OmnisendPerplexity SonarShopifyHubSpot Marketing HubChangedOmnisendagainst: HubSpot Marketing HubOmnisendagainst: WooCommerceno first choiceagainst: Adobe Commerce, Amazon Ads, BigCommerce, HubSpot Marketing Hub, Klaviyo, Shopify, Squarespace Commerce, Weebly, Wix, WooCommerce
Three alternatives
BigCommerce, HubSpot Marketing Hub, KlaviyoOne alternative
KlaviyoFour alternatives
ActiveCampaign, Brevo, Klaviyo, MailchimpThree alternatives
Brevo, Mailchimp, ShopifyGrok 4.20HubSpot Marketing HubHubSpot Marketing HubHeldagainst: Klaviyo, MailchimpShopifyKlaviyoKlaviyoagainst: ActiveCampaign, Bazaarvoice, HubSpot Marketing Hub, Klaviyo, Mailchimp, Squarespace Commerce, Wix, Yotpo
Four alternatives
ActiveCampaign, Google Ads, Klaviyo, MailchimpSeven alternatives
ActiveCampaign, BigCommerce, Ecwid, Klaviyo, Squarespace Commerce, Wix, WooCommerceThree alternatives
Brevo, Mailchimp, OmnisendFive alternatives
ActiveCampaign, Attentive, GetResponse, HubSpot Commerce Hub, OmnisendMistral SmallShopifyagainst: Adobe CommerceHubSpot CRM, MailchimpChangedShopify, Wixagainst: BigCommerceMailchimpno first choiceagainst: Adobe Commerce, Amazon Ads, Klaviyo, eBay
Two alternatives
BigCommerce, WooCommerceTwo alternatives
ActiveCampaign, Shopify EmailThree alternatives
HubSpot Marketing Hub, Klaviyo, OmnisendThree alternatives
Brevo, Klaviyo, WiserReviewDeepSeek V4 FlashBigCommerceagainst: OroCommerceActiveCampaignChangedagainst: Adobe Marketo Engage, Klaviyo, MailchimpKlaviyo, OmnisendOmnisendagainst: ActiveCampaign, KlaviyoKlaviyo, Omnisendagainst: AdRoll, BigCommerce, GoDaddy, Hostinger, Klaviyo, Shift4Shop, Volusion
Two alternatives
Shopify, WooCommerceThree alternatives
Brevo, Google Analytics 4, HubSpot Marketing HubThree alternatives
Brevo, Mailchimp, Shopify EmailFive alternatives
Buffer, Google Analytics 4, Mailchimp, Shopify, WooCommerceThree alternatives
ActiveCampaign, Brevo, MailerLiteLlama 4 Maverickno first choiceno first choiceHeldno first choiceWixno first choiceagainst: Adobe Commerce, Amazon Ads, Magento Open Source, Salesforce Commerce Cloud, Shopify, eBay
Four alternatives
BigCommerce, Shopify, Square Online, Squarespace CommerceQwen 3.7 FlashShopifyKlaviyoChangedShopifyKlaviyono first choiceagainst: Drupal Commerce, Google Display Network, Hootsuite, Mailchimp, Salesforce Sales Cloud, Sprout Social, WordPress
Three alternatives
BigCommerce, HubSpot Marketing Hub, PipedriveTwo alternatives
HubSpot Marketing Hub, OutgrowFive alternatives
BigCommerce, HubSpot Marketing Hub, Klaviyo, Mailchimp, OmnisendFour alternatives
Brevo, Buffer, Shopify Collabs, Zoho SocialKimi K2ShopifyHubSpot Marketing HubChangedOmnisendagainst: MailchimpSquare Online, Wixno first choiceagainst: Ecwid, HubSpot Marketing Hub, Klaviyo, Semrush, Shopify, Squarespace Commerce, Volusion, YotPo Reviews
Four alternatives
BigCommerce, HubSpot Marketing Hub, Klaviyo, WooCommerceTwo alternatives
ActiveCampaign, Zoho CRMFour alternatives
ActiveCampaign, Brevo, Drip, KlaviyoFour alternatives
Brevo, MailerLite, Shopify, Squarespace CommerceGLM 4.7 FlashXShopifyHubSpot Marketing HubChangedOmnisend, Shopifyagainst: YotpoShopifyno first choiceagainst: Shift4Shop
One alternative
BigCommerce B2B EditionThree alternatives
ActiveCampaign, Mailchimp, SalesflareTwelve alternatives
BigCommerce, Buffer, Google Analytics 4, Hootsuite, Hotjar, Klaviyo, Klaviyo Analytics, Loox, Mailchimp, Okendo, Shopify Analytics, WixSix alternatives
Buffer, Canva, Klaviyo, Mailchimp, Omnisend, WooCommerceMiniMax M2.5ShopifyHubSpot Marketing HubChangedShopifyWooCommerceno first choiceagainst: Amazon Ads, DoorDash, Google Ads, Meta Ads, Uber Eats
Four alternatives
BigCommerce B2B Edition, Ecwid, Shift4Shop, WooCommerce for B2BFour alternatives
ActiveCampaign, Mailchimp, Shopify Email, Zoho CRMFour alternatives
BigCommerce, Square Online, Wix, WooCommerceFour alternatives
Ecwid, Shopify, Square Online, WixGPT-6 LunaHubSpot Marketing HubHubSpot Marketing HubHeldShopify EmailShopify Emailno first choicenothing named
Two alternatives
Klaviyo, ShopifyOne alternative
KlaviyoFive alternatives
Brevo, Drip, Klaviyo, Mailchimp, OmnisendTwo alternatives
Brevo, OmnisendMuse Glimmer 30BActiveCampaign, BigCommerceHubSpot Marketing HubChangedKlaviyo, OmnisendWooCommerceno first choiceagainst: BigCommerce, Drupal for e-commerce, Google Ads, Klaviyo, Refersion, Shopify, Shopify's Campaign Autopilot, Yelp
Three alternatives
HubSpot Marketing Hub, Klaviyo, ShopifyThree alternatives
ActiveCampaign, Klaviyo, OmnisendThree alternatives
Brevo, Mailchimp, Shopify EmailFive alternatives
Brevo, HubSpot Marketing Automation, Shopify, Square Online, Wix eCommerceBold 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 11:55 | yes | 10 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:37 | yes | 2 | 4 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 16:31 | yes | 9 | 28 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 10:56 | yes | 10 | 3 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:36 | yes | 14 | 12 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:14 | yes | 5 | 5 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 08:52 | yes | 24 | 19 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 17:28 | yes | 5 | 4 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:11 | yes | 13 | 58 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:42 | yes | 15 | 44 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 13:06 | yes | 25 | 28 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 13:54 | yes | 5 | 40 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:51 | yes | 3 | 13 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:09 | yes | 15 | 24 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:40 | yes | 10 | 7 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 16:54 | 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 08:57 | no | 0 | 15 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 11:47 | yes | 10 | 2 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:38 | yes | 5 | 5 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:06 | no | 0 | 2 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:38 | yes | 24 | 23 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:31 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:09 | no | 0 | 29 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:53 | yes | 10 | 32 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:47 | yes | 15 | 24 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 17:15 | no | 0 | 77 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 08:36 | yes | 3 | 10 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 16:40 | yes | 15 | 16 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:50 | yes | 10 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:08 | yes | 2 | 7 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 15:51 | no | 0 | 15 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 08:56 | yes | 10 | 5 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:16 | yes | 5 | 17 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 16:34 | yes | 10 | 11 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:49 | yes | 24 | 24 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 08:37 | yes | 10 | 5 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 17:29 | yes | 5 | 23 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 14:05 | yes | 15 | 63 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:18 | yes | 25 | 205 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:20 | yes | 10 | 29 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 16:40 | yes | 6 | 17 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 16:36 | yes | 15 | 21 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 17:09 | yes | 10 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:30 | yes | 3 | 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 10:58 | no | 0 | 13 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 15:00 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:47 | yes | 9 | 14 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:24 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 08:47 | yes | 15 | 16 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:01 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 08:56 | yes | 20 | 73 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:34 | yes | 15 | 28 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 13:31 | yes | 20 | 31 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:00 | yes | 5 | 24 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:31 | yes | 3 | 10 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:22 | yes | 14 | 22 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 17:29 | no | 0 | 7 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:04 | no | 0 | 5 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 16:23 | no | 0 | 17 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 13:46 | yes | 10 | 9 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:45 | yes | 5 | 15 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 15:40 | no | 0 | 6 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:27 | yes | 24 | 34 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:55 | yes | 5 | 5 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 16:25 | yes | 10 | 54 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 17:15 | yes | 14 | 26 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 08:42 | yes | 15 | 30 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 14:17 | no | 0 | 61 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 13:14 | yes | 1 | 19 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 16:24 | yes | 12 | 21 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 13:56 | yes | 18 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:41 | no | 0 | 4 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 12:48 | no | 0 | 18 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 12:09 | yes | 10 | 4 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:39 | yes | 25 | 20 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 16:27 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:17 | yes | 25 | 30 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 08:51 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:53 | yes | 20 | 43 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 15:43 | yes | 25 | 35 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 17:16 | yes | 22 | 40 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 13:11 | no | 0 | 33 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:47 | yes | 4 | 14 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:57 | yes | 15 | 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.
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Category-scoped readings
Amazon read as Amazon Ads
HubSpot read as HubSpot Marketing Hub
Hubspot read as HubSpot Marketing Hub
Shopify Messaging read as Shopify Email
Shopify Messaging (built-in) read as Shopify Email
Squarespace read as Squarespace Commerce
Squarespace (for Ecommerce) read as Squarespace Commerce
Unresolved, counted raw
CartFlows
Drupal Commerce
Drupal for e-commerce
FlipHTML5
HubSpot Marketing Automation
Klaviyo Analytics
Salesforce
Shopify's Campaign Autopilot
TrueCommerce
WooCommerce for B2B
YotPo Reviews
Discontinued, still offered
No shut-down product was recommended here.