Ecommerce marketing
Asked as “ecommerce marketing platform”, and as “marketing tool for an online store”, on behalf of a mid-market B2B company. 50 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
38%
Contested · BigCommerce B2B Edition 14%
38HubSpot Marketing Hub14BigCommerce B2B Edition12Omnisend36others
38% of first choices, contested.
Since September 2026▼−2Since September 2026: 36% → 34%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.HubSpot Marketing Hub held the lead, −2 points on 36%, 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 Hub28%Contested↗new leaderNew leader since September 2026: HubSpot Marketing Hub (24%) replaces Klaviyo (17% then, 14% now), 10 points clear, inside the 11-point floor.Standing →Mid-marketHubSpot Marketing Hub38%Contested▼−2Since September 2026: 36% → 34%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.This pageEnterprise
Salesforce Marketing Cloud15%Contested↗new leaderNew leader since September 2026: Salesforce Marketing Cloud (13%) replaces Adobe Marketo Engage (22% then, 11% now), 2 points clear, inside the 11-point floor.Standing →
HubSpot Marketing Hub28%Contested↗new leaderNew leader since September 2026: HubSpot Marketing Hub (24%) replaces Klaviyo (17% then, 14% now), 10 points clear, inside the 11-point floor.Standing →Mid-marketHubSpot Marketing Hub38%Contested▼−2Since September 2026: 36% → 34%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.This pageEnterpriseSalesforce Marketing Cloud15%Contested↗new leaderNew leader since September 2026: Salesforce Marketing Cloud (13%) replaces Adobe Marketo Engage (22% then, 11% now), 2 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 September 2026
01HubSpot Marketing Hub38%5%39endorsed leader▼−2Since September 2026: 36% → 34%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.36% → 34%
HubSpot Marketing Hub38%5%39endorsed leader▼−2Since September 2026: 36% → 34%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.36% → 34%02
Omnisend12%3%29accepted challenger▲+1Since September 2026: 10% → 11%, +1 point. Inside the 11-point floor: within noise. Read over the models both editions asked.10% → 11%
Omnisend12%3%29accepted challenger▲+1Since September 2026: 10% → 11%, +1 point. Inside the 11-point floor: within noise. Read over the models both editions asked.10% → 11%03
Klaviyo6%19%52accepted challenger▼−11Since September 2026: 18% → 7%, −11 points. Past the 11-point floor: movement. Read over the models both editions asked.18% → 7%
Klaviyo6%19%52accepted challenger▼−11Since September 2026: 18% → 7%, −11 points. Past the 11-point floor: movement. Read over the models both editions asked.18% → 7%04
Shopify4%4%28accepted challenger▲+3Since September 2026: 2% → 5%, +3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 5%
Shopify4%4%28accepted challenger▲+3Since September 2026: 2% → 5%, +3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 5%05
ActiveCampaign4%6%32accepted challenger▲+3Since September 2026: 2% → 5%, +3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 5%
ActiveCampaign4%6%32accepted challenger▲+3Since September 2026: 2% → 5%, +3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 5%06
Brevo4%0%18accepted challenger▲+5Since September 2026: 0% → 5%, +5 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 5%
Brevo4%0%18accepted challenger▲+5Since September 2026: 0% → 5%, +5 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 5%07
Shopify Email4%0%14accepted challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 2%
Shopify Email4%0%14accepted challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 2%08
BigCommerce4%7%15accepted challenger▼−1Since September 2026: 6% → 5%, −1 point. Inside the 11-point floor: within noise. Read over the models both editions asked.6% → 5%
BigCommerce4%7%15accepted challenger▼−1Since September 2026: 6% → 5%, −1 point. Inside the 11-point floor: within noise. Read over the models both editions asked.6% → 5%Show the five products at 0%, ordered by negative rate
13
Adobe Marketo Engage0%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%
Adobe Marketo Engage0%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%10
Mailchimp0%37%30criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
Mailchimp0%37%30criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%12
Adobe Commerce0%31%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%
Adobe Commerce0%31%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%11Salesforce Marketing Cloud0%27%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 Marketing Cloud0%27%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%09
WooCommerce0%10%10accepted challenger▼−8Since September 2026: 8% → 0%, −8 points. Inside the 11-point floor: within noise. Read over the models both editions asked.8% → 0%
WooCommerce0%10%10accepted challenger▼−8Since September 2026: 8% → 0%, −8 points. Inside the 11-point floor: within noise. Read over the models both editions asked.8% → 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 twenty-eight head-to-head pages: the top eight products, each against each
HubSpot Marketing Hub vs ActiveCampaignHubSpot Marketing Hub vs BrevoHubSpot Marketing Hub vs Shopify EmailHubSpot Marketing Hub vs BigCommerceOmnisend vs KlaviyoOmnisend vs ShopifyOmnisend vs ActiveCampaignOmnisend vs BrevoOmnisend vs Shopify EmailOmnisend vs BigCommerceKlaviyo vs ShopifyKlaviyo vs ActiveCampaignKlaviyo vs BrevoKlaviyo vs Shopify EmailKlaviyo vs BigCommerceShopify vs ActiveCampaignShopify vs BrevoShopify vs Shopify EmailShopify vs BigCommerceActiveCampaign vs BrevoActiveCampaign vs Shopify EmailActiveCampaign vs BigCommerceBrevo vs Shopify EmailBrevo vs BigCommerceShopify Email vs BigCommerce
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 →
01020304050607080910111213Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01HubSpot Marketing Hub38%
HubSpot Marketing Hub38%02Omnisend12%
Omnisend12%03Klaviyo6%
Klaviyo6%04Shopify4%
Shopify4%05ActiveCampaign4%
ActiveCampaign4%06Brevo4%
Brevo4%07Shopify Email4%
Shopify Email4%08BigCommerce4%
BigCommerce4%09WooCommerce0%
WooCommerce0%10Mailchimp0%
Mailchimp0%11Salesforce Marketing Cloud0%
Salesforce Marketing Cloud0%12Adobe Commerce0%
Adobe Commerce0%13Adobe Marketo Engage0%
Adobe Marketo Engage0%What they warned about
Five of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, Gemini 3.5 Flash, Perplexity Sonar, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Kimi K2, GLM 4.7 FlashX and MiniMax M2.5 changed. A high negative share on a product with few labels is a warning. A low share on a product with many labels is salience, not sentiment.
Mailchimp37%
11 of 30 labels negative · 10 of 14 models · 5 hard negative
“Mailchimp: While famous, long-time users often complain that it becomes incredibly expensive once you scale past a certain contact limit. Their support is also often criticized” Qwen 3.7 Flash, negative prompt
Klaviyo19%
10 of 52 labels negative · 6 of 14 models · 2 hard negative
“it is generally **not recommended** as a primary marketing platform for complex B2B companies” Gemini 3.5 Flash, direct prompt
Adobe Commerce31%
4 of 13 labels negative · 4 of 14 models · 1 hard negative
“you should avoid Magento (Adobe Commerce)” Gemini 3.5 Flash, negative prompt
Adobe Marketo Engage55%
6 of 11 labels negative · 4 of 14 models · 1 hard negative
“**Marketo** — Unless you have a dedicated marketing operations team, the complexity and cost aren't justified at mid-market scale.” DeepSeek V4 Flash, paraphrase 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
75 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. 1077 links across 344 sites, every framing counted. Ranked by the number of answers carrying the site or page. 6 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 · Shopify29 answers · 40 citations · 14 models
vendor site · Taboola24 answers · 24 citations · 10 models
20 answers · 28 citations · 10 models
vendor site · Klaviyo19 answers · 25 citations · 9 models
vendor site · HubSpot17 answers · 23 citations · 10 models
vendor site · BigCommerce16 answers · 23 citations · 11 models
vendor site · Sender14 answers · 16 citations · 9 models
vendor site · Drip14 answers · 15 citations · 8 models
vendor site · Omnisend13 answers · 23 citations · 8 models
13 answers · 16 citations · 10 models
vendor site · ActiveCampaign12 answers · 16 citations · 8 models
vendor site · Guideflow12 answers · 16 citations · 10 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
12 answers · 10 models
10 answers · 9 models
10 answers · 8 models
10 answers · 7 models
9 answers · 8 models
9 answers · 8 models
9 answers · 8 models
8 answers · 6 models
8 answers · 5 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 38% | 38% | 934 | 368,000 | 9,776 | ||||
| BigCommerce bigcommerce.com BigCommerce B2B Edition 14%, BigCommerce 4% | 18% | 180 | 9,900 | 989 | 655,124 | $1,225 | 115 | |
| Omnisend omnisend.com | 12% | 185 | 9,900 | 108 | 51,545 | $113 | 66 | |
| Shopify shopify.com Shopify 4%, Shopify Email 4% | 8% | 314 | 1,000,000 | 38,067 | 3,486,997 | $3,351 | 110 | |
| Klaviyo klaviyo.com | 6% | 353 | 90,500 | 1,560 | 200,057 | $572 | 20 | 8 |
| ActiveCampaign activecampaign.com | 4% | 445 | 18,100 | 307 | 235,709 | $1,424 | 32 | |
| Brevo brevo.com | 4% | 386 | 40,500 | 327 | 81,741 | $17,847 | 106 | |
| MailerLite mailerlite.com | 2% | 157 | 49,500 | 311 | 59,716 | $85 | 115 | |
| Shopware shopware.com | 2% | 10 | ||||||
| Wix wix.com | 2% | 179 | 673,000 | 21,881 | 4,049,160 | $1,858 | 119 |
Google's top ten for the two searches hold 14 sites; 1 of them are among the sites the models cited here (klaviyo.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 EditionHubSpot Marketing HubChangedOmnisendBrevo, MailerLiteno first choiceagainst: Adobe Commerce, OpenCart, Shift4Shop, Shopify, Squarespace Commerce, Volusion
Two alternatives
OroCommerce, ShopifyTwo alternatives
Google Analytics 4, LinkedIn Campaign ManagerThree alternatives
Klaviyo, Mailchimp, Shopify EmailThree alternatives
Moosend, Shopify Collabs, Shopify EmailGPT-5.4 miniHubSpot Marketing HubHubSpot Marketing HubHeldKlaviyoagainst: MailchimpKlaviyono first choiceagainst: Amazon Ads
Four alternatives
BigCommerce, Bloomreach, Oracle Eloqua, Salesforce Commerce CloudTwo alternatives
Demandbase, KlaviyoThree alternatives
HubSpot Marketing Hub, Omnisend, Shopify EmailTwo alternatives
Mailchimp, ShopifyGemini 3.5 FlashHubSpot Marketing Hubagainst: Klaviyo, SAP, Salesforce Commerce CloudActiveCampaignChangedagainst: Adobe Journey Optimizer, Adobe Marketo Engage, Salesforce Marketing CloudKlaviyoagainst: HubSpot Marketing HubOmnisend, Shopify Emailagainst: Klaviyono first choiceagainst: Adobe Marketo Engage, Salesforce Marketing Cloudagainst: Adobe Commerce, Attentive, Bazaarvoice, GoDaddy, Mailchimp, Squarespace Commerce, Wix, Yotpo
Four alternatives
ActiveCampaign, BigCommerce B2B Edition, OroCommerce, ShopifyTwo alternatives
HubSpot Marketing Hub, KlaviyoFour alternatives
ActiveCampaign, Mailchimp, Omnisend, ShopifyTwo alternatives
Brevo, MailerLiteFour alternatives
Bloomreach, Braze, Klaviyo, SAP EmarsysPerplexity SonarBigCommerce B2B Edition, HubSpot Marketing HubHubSpot Marketing HubChangedagainst: Klaviyono first choiceOmnisendno first choiceagainst: Amazon Ads, Wix, eBay
Two alternatives
Salesforce B2B Commerce, Salesforce Commerce CloudOne alternative
ActiveCampaignEight alternatives
ActiveCampaign, Braze, Klaviyo, Mailchimp, Meta Ads, Omnisend, Shopify, WixThree alternatives
Brevo, MailerLite, Shopify EmailGrok 4.1 FastHubSpot Marketing Hubagainst: Adobe Marketo Engage, KlaviyoHubSpot Marketing HubHeldagainst: ActiveCampaign, Adobe Marketo Engage, Salesforce Marketing Cloud Account EngagementKlaviyoOmnisendagainst: ActiveCampaign, HubSpot Marketing Hub, KlaviyoKlaviyoagainst: Mailchimp, Privy
One alternative
ActiveCampaignThree alternatives
ActiveCampaign, Mailchimp, OmnisendThree alternatives
Brevo, Mailchimp, SenderFour alternatives
ActiveCampaign, Drip, Omnisend, SAP EmarsysMistral SmallBigCommerce B2B EditionHubSpot Marketing HubChangedOmnisend, ShopifyBig Cartelno first choiceagainst: Amazon Ads, CJ Affiliate, ClickBank, Etsy, ShareASale, Target Plus, Walmart Marketplace, eBay
Three alternatives
HubSpot Marketing Hub, Klaviyo, ShopwareThree alternatives
ActiveCampaign, Klaviyo, Salesforce Marketing CloudThree alternatives
Brevo, Checkout Champ, MailchimpFive alternatives
Gumroad, HubSpot Marketing Hub, PrestaShop, Square Online, WixDeepSeek V4 FlashBigCommerceHubSpot Marketing HubChangedagainst: Adobe Marketo Engage, KlaviyoKlaviyoOmnisendno first choiceagainst: Salesforce Marketing Cloudagainst: Klaviyo, Mailchimp, SuperAGI Marketing
Four alternatives
HubSpot Marketing Hub, Klaviyo, Shopify, ShopwareTwo alternatives
ActiveCampaign, BrevoSix alternatives
ActiveCampaign, Bloomreach, Drip, Mailchimp, Omnisend, Shopify EmailSix alternatives
Brevo, Klaviyo, Mailchimp, Sender, Shopify Email, Systeme.ioLlama 4 MaverickBigCommerce B2B Edition, ShopwareActiveCampaignChangedno first choiceno first choiceno first choiceagainst: Amazon Ads, eBay
Two alternatives
HubSpot Marketing Hub, ImprovadoQwen 3.7 FlashHubSpot Marketing HubHubSpot Marketing HubHeldKlaviyoagainst: MailchimpKlaviyono first choiceagainst: Mailchimp
Five alternatives
Adobe Marketo Engage, BigCommerce, Salesforce Commerce Cloud, Salesforce Marketing Cloud, ShopifyTwo alternatives
ActiveCampaign, KlaviyoThree alternatives
ActiveCampaign, HubSpot Marketing Hub, OmnisendThree alternatives
Brevo, Canva, OmnisendKimi K2BigCommerce B2B EditionHubSpot Marketing HubChangedagainst: Adobe Marketo Engage, Klaviyo, Salesforce Marketing Cloud Account EngagementKlaviyo, Omnisendagainst: Adobe CommerceOmnisendagainst: WooCommerceno first choiceagainst: Klaviyo, Mailchimp, Yotpo
Two alternatives
HubSpot Marketing Hub, ShopifyOne alternative
ActiveCampaignFive alternatives
BigCommerce, Drip, Mailchimp, Shopify, WooCommerceSix alternatives
Brevo, HubSpot Marketing Hub, Klaviyo, Mailchimp, Shopify, WixGLM 4.7 FlashXBigCommerce B2B EditionHubSpot Marketing HubChangedShopifyBrevo, Shopifyno first choiceagainst: Adsellr, BigCommerce, Mailchimp, Marketing 360, Upfluence, Vendasta
Four alternatives
Adobe Commerce, HubSpot Marketing Hub, Klaviyo, Shopify Plus with B2B FeaturesThree alternatives
ActiveCampaign, Salesforce Marketing Cloud, Zoho CRMSix alternatives
Adobe Commerce, BigCommerce, Salesforce Commerce Cloud, Squarespace Commerce, Wix, WooCommerceEight alternatives
Buffer, Google Analytics 4, Klaviyo, Mailchimp, MailerLite, Omnisend, Rank Math SEO, WooCommerceMiniMax M2.5BigCommerce B2B EditionHubSpot Marketing HubChangedShopifySquare Online, WixBigCommerce, Shopifyagainst: Adobe Commerceagainst: Ascend Ecom/Ascend CapVentures, Mailchimp
Two alternatives
HubSpot Marketing Hub, ShopifyThree alternatives
Klaviyo, Salesforce, ShopifyTwo alternatives
BigCommerce, WooCommerceThree alternatives
Buffer, Klaviyo, MailchimpThree alternatives
Salesforce Commerce Cloud, VTEX, commercetoolsGPT-6 LunaHubSpot Marketing HubHubSpot Marketing HubHeldKlaviyo, Omnisendagainst: MailchimpShopify Emailagainst: Omnisendno first choiceagainst: Klaviyo
Two alternatives
Adobe Marketo Engage, KlaviyoTwo alternatives
Klaviyo, Salesforce Marketing Cloud Account EngagementFour alternatives
Attentive, Braze, Salesforce Marketing Cloud, Shopify EmailOne alternative
BrevoMuse Glimmer 30BHubSpot Marketing HubHubSpot Marketing HubHeldKlaviyo, Omnisendagainst: MailchimpOmnisendno first choiceagainst: Air.ai, Click Profit, Ecom Genie / Lunar Capital Ventures / Profitable Automation / Valiant Consultants Inc., Ecommerce Empire Builders, Growth Cave
Four alternatives
BigCommerce, Klaviyo, Omnisend, ShopifyTwo alternatives
ActiveCampaign, KlaviyoTwo alternatives
ActiveCampaign, Shopify EmailSix alternatives
Buffer, Canva, Google Analytics 4, Klaviyo, Mailchimp, MailerLiteBold 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 09:07 | yes | 9 | 7 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 13:45 | yes | 4 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:57 | yes | 20 | 25 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-01 08:13 | yes | 17 | 3 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 13:49 | yes | 19 | 11 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 13:31 | yes | 17 | 6 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 13:06 | yes | 24 | 25 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 07:41 | yes | 5 | 1 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 14:02 | yes | 15 | 58 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 12:11 | yes | 19 | 20 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 11:39 | yes | 19 | 32 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 12:29 | yes | 14 | 40 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-01 11:43 | yes | 2 | 13 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:05 | yes | 15 | 20 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 12:13 | no | 0 | 5 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 09:17 | yes | 4 | 4 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 07:53 | yes | 7 | 22 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-01 12:51 | yes | 20 | 3 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 09:54 | yes | 15 | 5 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 12:20 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 13:25 | yes | 25 | 25 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 11:36 | yes | 5 | 1 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:19 | no | 0 | 28 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 12:40 | yes | 25 | 25 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 13:08 | yes | 14 | 100 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:07 | yes | 10 | 28 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-01 13:51 | yes | 3 | 13 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 09:17 | yes | 14 | 19 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 10:30 | yes | 10 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 13:05 | yes | 5 | 8 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 12:43 | yes | 21 | 25 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-01 13:15 | yes | 20 | 5 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 09:10 | yes | 21 | 7 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 12:10 | yes | 11 | 8 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 08:29 | yes | 24 | 42 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 12:19 | yes | 5 | 1 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:37 | yes | 22 | 38 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 09:50 | yes | 19 | 43 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:50 | yes | 25 | 28 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:41 | yes | 22 | 58 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-01 11:29 | yes | 7 | 23 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 11:23 | yes | 23 | 46 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 08:08 | yes | 9 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 14:05 | yes | 3 | 4 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 07:50 | yes | 22 | 22 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-01 09:31 | yes | 20 | 4 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 13:33 | yes | 22 | 12 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 13:23 | yes | 5 | 5 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:45 | yes | 19 | 20 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:09 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 13:58 | no | 0 | 33 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 11:01 | yes | 14 | 21 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 11:29 | yes | 25 | 25 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 13:35 | yes | 8 | 32 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 11:18 | yes | 3 | 15 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:48 | yes | 14 | 31 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 10:20 | no | 0 | 7 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:46 | no | 0 | 9 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 07:30 | yes | 9 | 27 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-01 10:38 | yes | 16 | 3 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 13:21 | yes | 15 | 9 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:40 | no | 0 | 2 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 07:53 | yes | 22 | 41 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:06 | yes | 5 | 1 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 10:54 | no | 0 | 38 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 07:42 | yes | 20 | 21 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 11:19 | yes | 15 | 30 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 13:28 | yes | 10 | 40 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 08:17 | yes | 2 | 18 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:19 | no | 0 | 4 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 13:58 | yes | 18 | 8 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 09:56 | yes | 4 | 8 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 13:33 | yes | 15 | 27 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-01 11:31 | yes | 20 | 4 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 08:33 | yes | 25 | 8 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:28 | yes | 5 | 4 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 12:10 | yes | 25 | 38 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:25 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:35 | no | 0 | 42 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 14:04 | yes | 25 | 23 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 12:25 | yes | 25 | 22 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 09:28 | yes | 19 | 25 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-01 13:49 | yes | 3 | 22 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 09:17 | yes | 24 | 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 Journey Optimizer
Amazon read as Amazon Ads
HubSpot read as HubSpot Marketing Hub
Meta read as Meta Ads
Shopify Marketing / Shopify Messaging read as Shopify Email
Shopify Messaging read as Shopify Email
Squarespace read as Squarespace Commerce
Unresolved, counted raw
Adsellr
Ascend Ecom/Ascend CapVentures
Ecom Genie / Lunar Capital Ventures / Profitable Automation / Valiant Consultants Inc.
Rank Math SEO
SAP
Salesforce
Shopify Plus with B2B Features
Sprykur
SuperAGI Marketing (formerly Contlo)
Discontinued, still offered
No shut-down product was recommended here.