Ecommerce marketing
Asked as “ecommerce marketing platform”, and as “marketing tool for an online store”, on behalf of a mid-market B2B company. 46 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
41%
Clear leader
41HubSpot Marketing Hub13BigCommerce B2B Edition11Omnisend35others
41% of first choices, clear leader.
Since October 2026▲+3Since October 2026: 38% → 41%, +3 points. Inside the 11-point floor: within noise.HubSpot Marketing Hub held the lead, +3 points on 38%, 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.Standing →Mid-marketHubSpot Marketing Hub41%Clear leader▲+3Since October 2026: 38% → 41%, +3 points. Inside the 11-point floor: within noise.This pageEnterprise
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.Standing →Mid-marketHubSpot Marketing Hub41%Clear leader▲+3Since October 2026: 38% → 41%, +3 points. Inside the 11-point floor: within noise.This pageEnterpriseAdobe 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 mid-market B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01HubSpot Marketing Hub41%11%38endorsed leader▲+3Since October 2026: 38% → 41%, +3 points. Inside the 11-point floor: within noise.38% → 41%
HubSpot Marketing Hub41%11%38endorsed leader▲+3Since October 2026: 38% → 41%, +3 points. Inside the 11-point floor: within noise.38% → 41%02
BigCommerce B2B Edition13%0%12accepted challenger▼−1Since October 2026: 14% → 13%, −1 point. Inside the 11-point floor: within noise.14% → 13%
BigCommerce B2B Edition13%0%12accepted challenger▼−1Since October 2026: 14% → 13%, −1 point. Inside the 11-point floor: within noise.14% → 13%03
Omnisend11%6%33accepted challenger▼−1Since October 2026: 12% → 11%, −1 point. Inside the 11-point floor: within noise.12% → 11%
Omnisend11%6%33accepted challenger▼−1Since October 2026: 12% → 11%, −1 point. Inside the 11-point floor: within noise.12% → 11%04
Klaviyo7%20%49accepted challenger▲+1Since October 2026: 6% → 7%, +1 point. Inside the 11-point floor: within noise.6% → 7%
Klaviyo7%20%49accepted challenger▲+1Since October 2026: 6% → 7%, +1 point. Inside the 11-point floor: within noise.6% → 7%05
Brevo7%0%20accepted challenger▲+3Since October 2026: 4% → 7%, +3 points. Inside the 11-point floor: within noise.4% → 7%
Brevo7%0%20accepted challenger▲+3Since October 2026: 4% → 7%, +3 points. Inside the 11-point floor: within noise.4% → 7%06
Mailchimp4%24%21accepted challenger▲+4Since October 2026: 0% → 4%, +4 points. Inside the 11-point floor: within noise.0% → 4%
Mailchimp4%24%21accepted challenger▲+4Since October 2026: 0% → 4%, +4 points. Inside the 11-point floor: within noise.0% → 4%07
BigCommerce4%14%14accepted challenger=heldSince October 2026: 4% → 4%, ±0 points. Inside the 11-point floor: within noise.4% → 4%
BigCommerce4%14%14accepted challenger=heldSince October 2026: 4% → 4%, ±0 points. Inside the 11-point floor: within noise.4% → 4%08
WooCommerce4%18%11accepted challenger▲+4Since October 2026: 0% → 4%, +4 points. Inside the 11-point floor: within noise.0% → 4%
WooCommerce4%18%11accepted challenger▲+4Since October 2026: 0% → 4%, +4 points. Inside the 11-point floor: within noise.0% → 4%09
Shopify2%7%27accepted challenger▼−2Since October 2026: 4% → 2%, −2 points. Inside the 11-point floor: within noise.4% → 2%
Shopify2%7%27accepted challenger▼−2Since October 2026: 4% → 2%, −2 points. Inside the 11-point floor: within noise.4% → 2%Show the one product at 0%, ordered by negative rate
10
ActiveCampaign0%4%23accepted challenger▼−4Since October 2026: 4% → 0%, −4 points. Inside the 11-point floor: within noise.4% → 0%
ActiveCampaign0%4%23accepted challenger▼−4Since October 2026: 4% → 0%, −4 points. Inside the 11-point floor: within noise.4% → 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 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 →
01020304050607080910Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative60%
Key
01HubSpot Marketing Hub41%
HubSpot Marketing Hub41%02BigCommerce B2B Edition13%
BigCommerce B2B Edition13%03Omnisend11%
Omnisend11%04Klaviyo7%
Klaviyo7%05Brevo7%
Brevo7%06Mailchimp4%
Mailchimp4%07BigCommerce4%
BigCommerce4%08WooCommerce4%
WooCommerce4%09Shopify2%
Shopify2%10ActiveCampaign0%
ActiveCampaign0%What they warned about
Five of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Perplexity Sonar, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2 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.
Klaviyo20%
10 of 49 labels negative · 7 of 14 models · 1 hard negative
“Avoid Klaviyo initially unless advanced segmentation is essential” Perplexity Sonar, budget prompt
HubSpot Marketing Hub11%
4 of 38 labels negative · 4 of 14 models · 1 hard negative
“Skip advanced platforms like ActiveCampaign or HubSpot unless you need CRM depth” Grok 4.20, budget prompt
Mailchimp24%
5 of 21 labels negative · 4 of 14 models · 1 hard negative
“Flagged as a platform to strictly avoid for anything beyond very small businesses.” Mistral Small, negative prompt
Adobe Commerce56%
5 of 9 labels negative · 4 of 14 models
“complaints include rigid customizations, reliance on costly add-ons, aging tech, and upgrade headaches” 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
68 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. 817 links across 316 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 · Shopify24 answers · 39 citations · 12 models
14 answers · 15 citations · 8 models
vendor site · WiserReview14 answers · 14 citations · 8 models
vendor site · Omnisend13 answers · 33 citations · 7 models
vendor site · LinkedIn13 answers · 16 citations · 8 models
vendor site · Virto Commerce12 answers · 15 citations · 9 models
12 answers · 12 citations · 9 models
11 answers · 16 citations · 8 models
vendor site · Guideflow11 answers · 11 citations · 9 models
11 answers · 11 citations · 8 models
vendor site · BigCommerce10 answers · 14 citations · 6 models
vendor site · HubSpot10 answers · 13 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 · 8 models
9 answers · 8 models
9 answers · 7 models
9 answers · 9 models
8 answers · 7 models
8 answers · 7 models
7 answers · 6 models
7 answers · 6 models
6 answers · 5 models
6 answers · 4 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 41% | 41% | 991 | 368,000 | 9,776 | ||||
| BigCommerce bigcommerce.com BigCommerce B2B Edition 13%, BigCommerce 4% | 17% | 164 | 9,900 | 989 | 655,124 | $1,225 | 115 | |
| Omnisend omnisend.com | 11% | 199 | 9,900 | 108 | 51,545 | $113 | 66 | |
| Klaviyo klaviyo.com | 7% | 365 | 90,500 | 1,560 | 200,057 | $572 | 20 | 8 |
| Brevo brevo.com | 7% | 440 | 40,500 | 327 | 81,741 | $17,847 | 106 | |
| Shopify shopify.com Shopify 2%, Shopify Email 2%, Shopify Plus B2B 2% | 7% | 299 | 1,000,000 | 38,067 | 3,486,997 | $3,351 | 110 | |
| 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 | |
| Square Online squareup.com | 2% | 59 | 9,900 | 465 | 3,658,565 | $9 | 99 | |
| ActiveCampaign activecampaign.com | 0% | 437 | 18,100 | 307 | 235,709 | $1,424 | 32 |
Google's top ten for the two searches hold 14 sites; 1 of them are among the sites the models cited here (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 mid-market B2B company?”Paraphrase“Which marketing tool for an online store would you recommend to a mid-sized B2B company?”Comparative“What are the top ecommerce marketing platforms and how do they differ?”Budget-constrained“What is the best ecommerce marketing platform for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating an ecommerce marketing platform. What should we look at?”Negative“Which ecommerce marketing platforms should I avoid or be cautious about?”
Claude Haiku 4.5BigCommerce B2B Editionno first choiceChangedno first choiceKlaviyo, Mailchimpno first choiceagainst: Adobe Commerce, GoDaddy, Wix
One alternative
HubSpot Marketing HubEight alternatives
BigCommerce, Brevo, Buffer, MailerLite, Moosend, Omnisend, WiserReview, WooCommerceGPT-5.4 miniShopify Plus B2BHubSpot Marketing HubChangedKlaviyo, OmnisendKlaviyono first choicenothing named
Six alternatives
Adobe Commerce, BigCommerce B2B Edition, HubSpot Marketing Hub, Klaviyo, Salesforce Commerce Cloud, Salesforce Marketing CloudFour alternatives
ActiveCampaign, Adobe Marketo Engage, Klaviyo, Salesforce Marketing Cloud Account EngagementFive alternatives
ActiveCampaign, Brevo, HubSpot Marketing Hub, Mailchimp, MailerLiteTwo alternatives
Brevo, MailchimpGemini 3.5 FlashHubSpot Marketing HubHubSpot Marketing HubHeldagainst: 6sense, DemandbaseKlaviyo, OmnisendOmnisendagainst: Klaviyono first choicenothing named
Three alternatives
ActiveCampaign, Klaviyo, Salesforce Marketing Cloud Account EngagementFour alternatives
AdRoll ABM, Klaviyo, Nosto, Salesforce Marketing Cloud Account EngagementThree alternatives
ActiveCampaign, HubSpot Marketing Hub, MailchimpThree alternatives
Brevo, MailerLite, Shopify EmailPerplexity SonarBigCommerce B2B Editionagainst: Adobe Commerce, SAP Commerce CloudHubSpot Marketing HubChangedKlaviyoOmnisendagainst: Klaviyono first choiceagainst: Adobe Experience Cloud, Amazon Ads, HubSpot Marketing Hub, Klaviyo, Salesforce Marketing Cloud, WooCommerce, eBay
Four alternatives
NetSuite Commerce, OroCommerce, Salesforce B2B Commerce, ShopifyOne alternative
KlaviyoSix alternatives
Amazon Sponsored Products, Google Ads, Google Shopping, Mailchimp, Meta Ads, OmnisendTwo alternatives
Brevo, MailchimpGrok 4.20HubSpot Marketing Hubagainst: KlaviyoHubSpot Marketing HubHeldagainst: Adobe Marketo Engage, MailchimpKlaviyo, OmnisendKlaviyoagainst: ActiveCampaign, HubSpot Marketing Hubno first choiceagainst: Adobe Commerce, Bazaarvoice, Digistore24, Facebook Marketplace, Google Ads, HilltopAds, Influence.co, Meta Ads, Spocket, Trustpilot, Yotpo
Three alternatives
ActiveCampaign, Adobe Marketo Engage, Salesforce Marketing Cloud Account EngagementThree alternatives
ActiveCampaign, Ahrefs, Ruler AnalyticsThree alternatives
ActiveCampaign, Braze, MailchimpThree alternatives
Brevo, Mailchimp, OmnisendFour alternatives
Attentive, Braze, HubSpot Marketing Hub, KlaviyoMistral SmallBigCommerce B2B EditionHubSpot Marketing HubChangedKlaviyoBrevono first choiceagainst: Klaviyo, Mailchimp, Omnisend, Shopify
Two alternatives
ActiveCampaign, SemrushSeven alternatives
ActiveCampaign, Bronto, Drip, HubSpot Marketing Hub, MailerLite, Omnisend, Plivo CXThree alternatives
HubSpot Marketing Hub, Klaviyo, WiserReviewDeepSeek V4 FlashBigCommerceagainst: Adobe Commerce, Salesforce Commerce CloudHubSpot Marketing HubChangedagainst: Klaviyo, OmnisendKlaviyo, Omnisendagainst: Braze, MailchimpOmnisend, Shopifyagainst: Klaviyono first choiceagainst: Bloomreach, Braze, HubSpot Marketing Hub, Insider, Klaviyo, MoEngage, Salesforce Marketing Cloudagainst: 7SearchPPC, Constant Contact, Mailchimp, Yotpo
Two alternatives
OroCommerce, ShopifyOne alternative
BigCommerce B2B EditionFive alternatives
ActiveCampaign, Attentive, Brevo, Drip, HubSpot Marketing HubFive alternatives
Brevo, Mailchimp, MailerLite, Square Online, WooCommerceLlama 4 MaverickBigCommerce B2B EditionHubSpot Marketing HubChangedno first choiceBrevono first choiceagainst: Klaviyo, Lazada, Shopee, Shopify
Three alternatives
Optimizely CMS, OroCommerce, Virto CommerceThree alternatives
Mailchimp, Omnisend, WiserReviewQwen 3.7 FlashBigCommerce, HubSpot Marketing Hubagainst: Salesforce Commerce CloudHubSpot Marketing HubChangedKlaviyo, Shopifyagainst: Mailchimp, Squarespace CommerceBrevono first choiceagainst: PopAds, PropellerAds
Three alternatives
ActiveCampaign, OroCommerce, Salesforce Marketing Cloud Account EngagementThree alternatives
ActiveCampaign, LinkedIn Sales Navigator, SemrushFive alternatives
BigCommerce, Braze, Google Shopping Ads, Meta Ads, OmnisendThree alternatives
Klaviyo, Omnisend, WiserReviewKimi K2BigCommerce B2B EditionHubSpot Marketing HubChangedagainst: Adobe Marketo EngageKlaviyoOmnisendno first choiceagainst: Ascend CapVentures, Automators AI, BitBranding's OSO Program, Ecom Accelerator, Lunar Capital Ventures / Ecom Genie / Profitable Automation / Valiant Consultants, Lurn, RivX, Segment, Sellvia, Webflow
Three alternatives
Adobe Commerce, OroCommerce, ShopifyTwo alternatives
ActiveCampaign, Salesforce Marketing Cloud Account EngagementEight alternatives
Adobe Commerce, BigCommerce, HubSpot Marketing Hub, Omnisend, Salesforce Commerce Cloud, Salesforce Marketing Cloud, Shopify, Shopify EmailSix alternatives
Brevo, Klaviyo, MailerLite, Shopify, Square Online, WooCommerceGLM 4.7 FlashXHubSpot Marketing Hubagainst: Salesforce Marketing CloudHubSpot Marketing HubHeldKlaviyo, Shopifyagainst: HubSpot Marketing HubMailchimp, WooCommerceno first choiceagainst: BigCommerce, Digistore24, Emotive Reviews, Facebook Marketplace, Groove Funnels, Influence.co, Klaviyo, Linnworks, SamCart
Three alternatives
BigCommerce B2B Edition, Klaviyo, OroCommerceFour alternatives
ActiveCampaign, Hotjar, Oktopost, SenderFive alternatives
ActiveCampaign, Meta Ads, Omnisend, TikTok Ads, WooCommerceSix alternatives
Buffer, Google Analytics 4, Google Search Console, Omnisend, Square Online, UbersuggestMiniMax M2.5BigCommerce B2B EditionHubSpot Marketing HubChangedShopifyagainst: WooCommerceSquare Online, WooCommerceno first choicenothing named
Three alternatives
OroCommerce, Shopify, commercetoolsThree alternatives
ActiveCampaign, Adobe Marketo Engage, Salesforce Marketing Cloud Account EngagementTwo alternatives
Adobe Commerce, BigCommerceTwo alternatives
Shift4Shop, ShopifyGPT-6 LunaHubSpot Marketing HubHubSpot Marketing HubHeldKlaviyoShopify Emailno first choicenothing named
Three alternatives
Adobe Marketo Engage, Klaviyo, SalesforceOne alternative
KlaviyoFour alternatives
Attentive, HubSpot Marketing Hub, Omnisend, Shopify EmailOne alternative
OmnisendMuse Glimmer 30BHubSpot Marketing Hubagainst: Adobe Marketo EngageHubSpot Marketing HubHeldKlaviyo, OmnisendOmnisendno first choiceagainst: Ascend CapVentures / Ascend Ecom., BigCommerce, Ecommerce Empire Builders, FBA Machine, Fluid Infotech, Go Nukkad / Gonukkad.com, Influence.co
Four alternatives
BigCommerce B2B Edition, Salesforce B2B Commerce, Shopify, Shopify B2BOne alternative
BigCommerce B2B EditionFive alternatives
ActiveCampaign, Brevo [formerly Sendinblue], Drip, HubSpot Marketing Hub, Shopify Messaging, formerly Shopify EmailTwo alternatives
Brevo, KlaviyoBold 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 12:06 | yes | 17 | 9 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 13:25 | yes | 3 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 09:22 | no | 0 | 16 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 13:36 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:15 | yes | 10 | 8 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:24 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 08:57 | yes | 25 | 17 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 15:39 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 17:32 | yes | 14 | 71 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:41 | yes | 20 | 28 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:25 | yes | 25 | 50 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:15 | yes | 15 | 34 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 14:49 | yes | 4 | 16 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:37 | yes | 23 | 24 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:44 | no | 0 | 5 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 16:29 | 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 15:42 | no | 0 | 14 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 15:03 | yes | 10 | 3 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:25 | yes | 5 | 8 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 15:34 | yes | 5 | 5 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 16:50 | yes | 25 | 27 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 16:58 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 15:12 | no | 0 | 22 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 13:44 | yes | 15 | 15 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:18 | yes | 10 | 26 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 08:33 | yes | 5 | 55 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:26 | yes | 2 | 9 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 16:39 | yes | 15 | 16 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:36 | yes | 9 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 14:38 | yes | 7 | 9 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 13:28 | no | 0 | 17 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 11:37 | yes | 10 | 6 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:59 | yes | 10 | 15 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 16:52 | yes | 5 | 8 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 08:59 | yes | 23 | 34 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 17:12 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 13:27 | yes | 10 | 29 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 14:59 | yes | 20 | 49 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:25 | yes | 25 | 122 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 16:52 | yes | 10 | 30 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 13:35 | yes | 7 | 21 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 14:33 | yes | 14 | 24 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 15:38 | yes | 10 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:41 | no | 0 | 4 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 12:06 | no | 0 | 12 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 13:29 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:07 | yes | 5 | 10 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 17:26 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 16:03 | yes | 15 | 22 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:47 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 17:04 | yes | 5 | 34 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:19 | yes | 10 | 54 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:21 | yes | 14 | 22 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 08:41 | yes | 5 | 47 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:28 | yes | 2 | 9 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:47 | yes | 15 | 16 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 17:14 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:48 | no | 0 | 6 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 08:38 | no | 0 | 17 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 11:42 | yes | 10 | 10 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:53 | yes | 15 | 16 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 17:12 | no | 0 | 2 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:45 | yes | 25 | 44 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 13:44 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:43 | no | 0 | 28 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:16 | yes | 20 | 24 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 14:53 | yes | 19 | 92 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 08:38 | no | 0 | 24 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:37 | yes | 3 | 18 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 13:32 | yes | 25 | 32 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:40 | yes | 19 | 10 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 13:03 | yes | 6 | 5 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 10:08 | yes | 3 | 19 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 09:38 | yes | 10 | 4 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:09 | yes | 15 | 14 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:53 | yes | 5 | 6 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:56 | yes | 25 | 21 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 13:04 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 13:12 | no | 0 | 35 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:04 | yes | 25 | 35 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:56 | yes | 25 | 72 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:19 | no | 0 | 18 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 17:26 | yes | 4 | 12 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 13:28 | yes | 24 | 28 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
Adobe read as Adobe Journey Optimizer
Elastic Path read as Elastic Path Composable Commerce
HubSpot read as HubSpot Marketing Hub
HubSpot (Marketing Hub & Commerce) read as HubSpot Marketing Hub
HubSpot (Marketing Hub + Sales Hub) read as HubSpot Marketing Hub
Shopify Messaging read as Shopify Email
Squarespace read as Squarespace Commerce
Twilio read as Segment
Unresolved, counted raw
Ascend CapVentures
Ascend CapVentures / Ascend Ecom.
Automators AI
BitBranding's OSO Program
Bronto (Oracle)
Ecom Accelerator (Cameron Hoffman)
Emotive Reviews
Fluid Infotech
Go Nukkad / Gonukkad.com
Google Shopping Ads
Groove Funnels (Groove Digital)
LinkedIn
Lunar Capital Ventures / Ecom Genie / Profitable Automation / Valiant Consultants
Octane
RivX
Salesforce
Sellvia
Shopify Marketing
Shopify Messaging, formerly Shopify Email
Shopify Plus B2B
Spocket
TikTok Shop Ads
TikTok Shop Creator Tools
Discontinued, still offered
No shut-down product was recommended here.