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. 50 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
28%
Contested · Klaviyo 16%
28HubSpot Marketing Hub16Klaviyo16Omnisend40others
28% of first choices, contested.
Since September 2026↗new leaderNew leader since September 2026: HubSpot Marketing Hub (24%) replaces Klaviyo (17% then, 14% now), 10 points clear, inside the 11-point floor.HubSpot Marketing Hub leads at 24%, replacing Klaviyo, which led at 17% and stands at 14% now: 10 points clear, inside the floor, so the swap reads as unsettled.
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.This pageMid-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.Standing →Enterprise
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.This pageMid-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.Standing →EnterpriseSalesforce 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 small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince September 2026
01HubSpot Marketing Hub28%26%34criticized challenger▲+7Since September 2026: 17% → 24%, +7 points. Inside the 11-point floor: within noise. Read over the models both editions asked.17% → 24%
HubSpot Marketing Hub28%26%34criticized challenger▲+7Since September 2026: 17% → 24%, +7 points. Inside the 11-point floor: within noise. Read over the models both editions asked.17% → 24%02
Omnisend16%3%35accepted challenger▲+3Since September 2026: 13% → 17%, +3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.13% → 17%
Omnisend16%3%35accepted challenger▲+3Since September 2026: 13% → 17%, +3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.13% → 17%03
Klaviyo16%28%53criticized challenger▼−3Since September 2026: 17% → 14%, −3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.17% → 14%
Klaviyo16%28%53criticized challenger▼−3Since September 2026: 17% → 14%, −3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.17% → 14%04
ActiveCampaign8%4%26accepted challenger▼−6Since September 2026: 15% → 10%, −6 points. Inside the 11-point floor: within noise. Read over the models both editions asked.15% → 10%
ActiveCampaign8%4%26accepted challenger▼−6Since September 2026: 15% → 10%, −6 points. Inside the 11-point floor: within noise. Read over the models both editions asked.15% → 10%05
Shopify8%23%30accepted challenger▼−2Since September 2026: 12% → 10%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.12% → 10%
Shopify8%23%30accepted challenger▼−2Since September 2026: 12% → 10%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.12% → 10%06
BigCommerce4%15%27accepted 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%15%27accepted challenger▼−1Since September 2026: 6% → 5%, −1 point. Inside the 11-point floor: within noise. Read over the models both editions asked.6% → 5%07
Mailchimp2%22%36accepted challenger=heldSince September 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 2%
Mailchimp2%22%36accepted challenger=heldSince September 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 2%Show the three products at 0%, ordered by negative rate
10
WooCommerce0%24%17accepted challenger▼−6Since September 2026: 6% → 0%, −6 points. Inside the 11-point floor: within noise. Read over the models both editions asked.6% → 0%
WooCommerce0%24%17accepted challenger▼−6Since September 2026: 6% → 0%, −6 points. Inside the 11-point floor: within noise. Read over the models both editions asked.6% → 0%09
MailerLite0%10%10accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
MailerLite0%10%10accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%08
Brevo0%0%22accepted challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 0%
Brevo0%0%22accepted challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 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 →
01020304050607080910Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01HubSpot Marketing Hub28%
HubSpot Marketing Hub28%02Omnisend16%
Omnisend16%03Klaviyo16%
Klaviyo16%04ActiveCampaign8%
ActiveCampaign8%05Shopify8%
Shopify8%06BigCommerce4%
BigCommerce4%07Mailchimp2%
Mailchimp2%08Brevo0%
Brevo0%09MailerLite0%
MailerLite0%10WooCommerce0%
WooCommerce0%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, Grok 4.1 Fast, Mistral Small, DeepSeek V4 Flash, 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.
Klaviyo28%
15 of 53 labels negative · 7 of 14 models · 2 hard negative
“Skip These If Budget Is Your #1 Concern: Klaviyo — The gold standard for ecommerce email, but expensive” DeepSeek V4 Flash, budget prompt
Amazon Ads
100%
6 of 6 labels negative · 6 of 14 models · 1 hard negative
“Why avoid: While these marketplaces can drive traffic, they come with high fees, zero customer data ownership” Mistral Small, negative prompt
eBay100%
6 of 6 labels negative · 6 of 14 models · 1 hard negative
“Why avoid: ... high fees, zero customer data ownership, strict platform rules, and limited branding control” Mistral Small, negative prompt
Shopify23%
7 of 30 labels negative · 6 of 14 models
“Shopify Basic is often the reference point for all-in-one ecommerce, but for pure budget the WooCommerce / Wix route is cheaper.” Muse Glimmer 30B, budget 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
73 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. 1048 links across 298 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 · Shopify36 answers · 61 citations · 14 models
vendor site · BigCommerce27 answers · 42 citations · 12 models
vendor site · Taboola26 answers · 26 citations · 10 models
vendor site · Sender25 answers · 36 citations · 10 models
vendor site · Omnisend22 answers · 29 citations · 11 models
vendor site · HubSpot17 answers · 28 citations · 10 models
16 answers · 16 citations · 9 models
14 answers · 18 citations · 5 models
vendor site · Buffer14 answers · 14 citations · 9 models
13 answers · 15 citations · 8 models
13 answers · 13 citations · 8 models
vendor site · ActiveCampaign12 answers · 21 citations · 5 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.
26 answers · 10 models
16 answers · 9 models
14 answers · 10 models
14 answers · 9 models
13 answers · 7 models
11 answers · 8 models
10 answers · 5 models
9 answers · 3 models
9 answers · 7 models
8 answers · 8 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 28% | 28% | 934 | 368,000 | 9,776 | ||||
| Omnisend omnisend.com | 16% | 185 | 9,900 | 108 | 51,545 | $113 | 66 | |
| Klaviyo klaviyo.com | 16% | 353 | 90,500 | 1,560 | 200,057 | $572 | 20 | 8 |
| Shopify shopify.com Shopify 8%, Shopify Email 2% | 10% | 314 | 1,000,000 | 38,067 | 3,486,997 | $3,351 | 110 | |
| ActiveCampaign activecampaign.com | 8% | 445 | 18,100 | 307 | 235,709 | $1,424 | 32 | |
| Wix wix.com | 8% | 179 | 673,000 | 21,881 | 4,049,160 | $1,858 | 119 | |
| BigCommerce bigcommerce.com | 4% | 74 | 9,900 | 989 | 655,124 | $1,225 | 115 | |
| Intuit mailchimp.com Mailchimp 2% | 2% | 339 | 368,000 | 6,862 | 1,931,402 | $1,214 | 107 | |
| Wix eCommerce | 2% | 720 | 53 | |||||
| LaunchMyStore Starter launchmystore.io | 2% | 4 |
Google's top ten for the two searches hold 14 sites; 0 of them are among the sites the models cited here. 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 4.5no first choiceHubSpot Marketing HubChangedShopifyEcwid, Shopifyno first choiceagainst: BigCommerce, GoDaddy Online Store, Squarespace Commerce, Wix eCommerce, WooCommerce
Three alternatives
Google Ads, LinkedIn Campaign Manager, SemrushSeven alternatives
GetResponse, Klaviyo, Mailchimp, Salesforce CRM, Squarespace Commerce, Wix eCommerce, WooCommerceTwo alternatives
BigCommerce, WixGPT-5.4 miniShopifyagainst: HubSpot Marketing HubHubSpot Marketing HubChangedKlaviyo, Omnisendagainst: HubSpot Marketing HubOmnisendno first choicenothing named
One alternative
BigCommerceThree alternatives
ActiveCampaign, Klaviyo, MailchimpOne alternative
MailchimpThree alternatives
Brevo, Mailchimp, Shopify’s built-in marketing toolsGemini 3.5 FlashActiveCampaignagainst: KlaviyoActiveCampaignHeldagainst: HubSpot Marketing HubOmnisendagainst: MailchimpOmnisendagainst: Klaviyo, Mailchimp, MailerLiteKlaviyo, Omnisendagainst: Mailchimp, Salesforce Marketing Cloudagainst: HubSpot Marketing Hub, Klaviyo, Mailchimp, Salesforce Marketing Cloud, Sendlane
Five alternatives
BigCommerce, Brevo, HubSpot Marketing Hub, Shopify, WooCommerceTwo alternatives
Apollo.io, KlaviyoThree alternatives
ActiveCampaign, Brevo, KlaviyoThree alternatives
Brevo, Sender, Shopify EmailOne alternative
ActiveCampaignPerplexity SonarBigCommerceHubSpot Marketing HubChangedShopifyWixagainst: Shopifyno first choiceagainst: Adobe Commerce, Amazon Ads, Big Cartel, BigCommerce, Ecwid, Etsy, OpenCart, Shift4Shop, WooCommerce, eBay
Two alternatives
Klaviyo, ShopifyTwo alternatives
ActiveCampaign, OmnisendFour alternatives
BigCommerce, Klaviyo, Mailchimp, WixTwo alternatives
Square Online Store, WooCommerceGrok 4.1 FastHubSpot Marketing Hubagainst: KlaviyoLinkedIn Campaign ManagerChangedagainst: HubSpot Marketing Hub, Klaviyo, MailchimpMailchimp, OmnisendMailchimpagainst: KlaviyoKlaviyoagainst: ActiveCampaign, Google Ads, HubSpot Marketing Hub, Klaviyo, Meta Ads, Omnisend, Yelp Ads
One alternative
ActiveCampaignOne alternative
Google AdsTwo alternatives
ActiveCampaign, KlaviyoThree alternatives
Brevo, Moosend, OmnisendTwo alternatives
ActiveCampaign, OmnisendMistral SmallBigCommerceagainst: ShopifyOmnisendChangedActiveCampaign, KlaviyoLaunchMyStore Starter, Wixno first choiceagainst: Brazeagainst: Amazon Ads, Etsy, Google Ads, Meta Ads, Target Plus, Volusion, Walmart Marketplace, eBay
Two alternatives
Salesforce Commerce Cloud, nopCommerceFour alternatives
Ahrefs, Hotjar, HubSpot Marketing Hub, MailchimpFour alternatives
GetResponse, Omnisend, Shopify, Wix eCommerceThree alternatives
Big Cartel, Mailchimp, Square OnlineDeepSeek V4 FlashKlaviyoHubSpot Marketing HubChangedagainst: KlaviyoKlaviyo, Omnisendagainst: Shopify EmailOmnisendagainst: Klaviyo, MailchimpKlaviyoagainst: HubSpot Marketing Hubagainst: GoDaddy, HubSpot Marketing Hub, Klaviyo, Mailchimp, Volusion, Yotpo
Four alternatives
BigCommerce, HubSpot Marketing Hub, Mailchimp, ShopifyTwo alternatives
ActiveCampaign, BrevoThree alternatives
ActiveCampaign, Brevo, MailchimpThree alternatives
Brevo, MailerLite, MoosendOne alternative
OmnisendLlama 4 Maverickno first choiceno first choiceHeldno first choiceWixagainst: BigCommerceno first choiceagainst: Amazon Ads, Etsy, eBay
Three alternatives
LaunchMyStore Starter, Shopify, Square OnlineThree alternatives
BigCommerce, Mailchimp, SalesforceQwen 3.7 FlashHubSpot Marketing HubActiveCampaignChangedKlaviyoOmnisendno first choiceagainst: Amazon Ads, Shopify, Squarespace Commerce, Wix, WooCommerce, eBay
Three alternatives
ActiveCampaign, EngageBay, KlaviyoThree alternatives
HubSpot Marketing Hub, Klaviyo, SemrushThree alternatives
Brevo, Mailchimp, OmnisendSeven alternatives
Ahrefs, Brevo, Canva, Google Analytics 4, Google Search Console, Meta Business Suite, Surfer SEOKimi K2HubSpot Marketing Hubagainst: Drip, KlaviyoActiveCampaignChangedKlaviyo, OmnisendOmnisendagainst: Mailchimpno first choiceagainst: Adobe Commerce, Klaviyo, Salesforce Commerce Cloud, Shopify, WooCommerce
Four alternatives
ActiveCampaign, BigCommerce, Brevo, ShopifyThree alternatives
HubSpot Marketing Hub, LinkedIn Sales Navigator, Shopify EmailFour alternatives
ActiveCampaign, Brevo, Drip, Shopify EmailTwo alternatives
Brevo, MailerLiteGLM 4.7 FlashXHubSpot Marketing HubHubSpot Marketing HubHeldagainst: Klaviyo, Salesforce Marketing Cloud Account EngagementOmnisendShopify, Wix eCommerceagainst: Ahrefs, SemrushKlaviyoagainst: Adobe Commerce, Amazon Ads, BigCommerce, Ecwid, Etsy, Instagram Shopping, JIM Website Builder, OpenCart, PrestaShop, Salesforce B2B Commerce, Salesforce B2C Commerce, Sellfy, Shopify, Square Online, Squarespace Commerce, TikTok Shop, Wix, eBay
Four alternatives
ActiveCampaign, BigCommerce, Shopify, WooCommerceOne alternative
BoldinboxFive alternatives
BigCommerce, Klaviyo, Mailchimp, Shopify, WooCommerceNine alternatives
Buffer, Google Analytics 4, Google Search Console, Gumroad, HubSpot CRM, Klaviyo, Mailchimp, Omnisend, UbersuggestFour alternatives
ActiveCampaign, HubSpot Marketing Hub, Mailchimp, OmnisendMiniMax M2.5KlaviyoHubSpot Marketing HubChangedKlaviyo, OmnisendWixShopifyagainst: Adobe Commerce, Salesforce Commerce Cloudagainst: 3dcart, PrestaShop, Volusion, Wix E-commerce
Four alternatives
ActiveCampaign, HubSpot Marketing Hub, Shopify, Shopify B2BTwo alternatives
Klaviyo, MailchimpTwo alternatives
ActiveCampaign, MailchimpFour alternatives
BigCommerce, Mailchimp, Sendinblue, Shift4ShopOne alternative
BigCommerceGPT-6 LunaHubSpot Marketing HubHubSpot Marketing HubHeldShopify EmailShopify Emailno first choiceagainst: HubSpot Marketing Hub, Klaviyo, “Done-for-you” AI stores or marketing programs
Two alternatives
Klaviyo, Shopify’s built-in B2B and marketing toolsOne alternative
Shopify EmailThree alternatives
Klaviyo, Mailchimp, OmnisendTwo alternatives
MailerLite, OmnisendMuse Glimmer 30BHubSpot Marketing HubHubSpot Marketing HubHeldKlaviyo, Omnisendagainst: AttentiveKlaviyo, Omnisendagainst: ShopifyKlaviyoagainst: Salesforce Marketing Cloudagainst: Amazon Ads, Etsy, Klaviyo, Shopify, Shopify Email, Target Plus, Walmart Marketplace, eBay
Three alternatives
BigCommerce B2B Edition, Klaviyo, ShopifyTwo alternatives
B2B Ninja, SparkLayerThree alternatives
AWeber, Mailchimp, MailerLiteFive alternatives
Buffer, Google Analytics 4, Mailchimp, Wix eCommerce, WooCommerceThree alternatives
Attentive, HubSpot Marketing Hub, OmnisendBold 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 08:53 | no | 0 | 4 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 11:01 | yes | 4 | 4 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 13:11 | yes | 18 | 23 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-01 11:40 | yes | 17 | 4 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 08:11 | yes | 24 | 8 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 07:38 | yes | 5 | 3 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 13:21 | yes | 25 | 28 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 14:09 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 13:50 | yes | 10 | 38 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:42 | yes | 18 | 65 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 09:10 | yes | 20 | 19 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:24 | yes | 19 | 58 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-01 14:10 | yes | 3 | 15 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 12:03 | yes | 15 | 29 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 12:52 | no | 0 | 4 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 12:13 | no | 0 | 2 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 13:38 | yes | 12 | 19 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-01 08:09 | yes | 20 | 2 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:50 | yes | 14 | 5 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 13:45 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:39 | yes | 25 | 27 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:49 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 13:51 | yes | 9 | 20 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 12:27 | yes | 25 | 18 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 11:59 | yes | 19 | 26 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:42 | yes | 5 | 45 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-01 09:57 | yes | 2 | 11 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 08:20 | yes | 13 | 22 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 12:44 | yes | 9 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:34 | yes | 6 | 7 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 09:32 | yes | 11 | 23 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-01 10:25 | yes | 20 | 5 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 12:51 | yes | 23 | 9 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:25 | yes | 9 | 11 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 08:30 | yes | 24 | 35 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:41 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 12:09 | yes | 5 | 23 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 11:17 | yes | 14 | 25 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 13:13 | yes | 24 | 32 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:57 | yes | 24 | 42 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-01 12:44 | yes | 4 | 21 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 07:54 | yes | 15 | 39 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 12:34 | yes | 9 | 6 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 11:13 | yes | 2 | 4 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 13:17 | yes | 18 | 29 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-01 11:00 | yes | 20 | 3 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 11:09 | yes | 23 | 7 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 09:02 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 08:24 | yes | 25 | 23 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:03 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:12 | no | 0 | 31 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:39 | yes | 15 | 24 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:30 | yes | 18 | 41 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 07:27 | yes | 10 | 18 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 13:31 | yes | 3 | 8 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 09:30 | yes | 12 | 16 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 12:45 | no | 0 | 5 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 09:54 | no | 0 | 10 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 11:04 | no | 0 | 15 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-01 11:21 | yes | 16 | 5 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 12:07 | yes | 17 | 7 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:34 | no | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 12:10 | yes | 25 | 44 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 11:07 | yes | 5 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 13:44 | no | 0 | 26 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 07:50 | yes | 20 | 26 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 11:48 | yes | 22 | 33 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 11:38 | yes | 5 | 14 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 12:10 | yes | 4 | 21 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 13:23 | no | 0 | 8 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 09:21 | yes | 18 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 09:06 | no | 0 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 13:19 | yes | 20 | 24 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-01 13:50 | yes | 15 | 5 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 13:07 | yes | 25 | 11 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:51 | yes | 12 | 6 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 14:14 | yes | 25 | 93 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:53 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:48 | yes | 23 | 106 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:14 | yes | 24 | 27 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 13:05 | yes | 23 | 69 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 13:23 | yes | 21 | 72 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-01 09:46 | yes | 4 | 18 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 09:53 | yes | 24 | 46 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
ShowHide
Category-scoped readings
Amazon read as Amazon Ads
HubSpot read as HubSpot Marketing Hub
HubSpot (Free CRM tier) read as HubSpot Marketing Hub
HubSpot (Marketing Hub) read as HubSpot Marketing Hub
Shopify Messaging read as Shopify Email
Squarespace read as Squarespace Commerce
Unresolved, counted raw
3dcart (now Shift4Shop)
B2B Ninja
BigCommerce basic tools
Boldinbox
GoDaddy Online Store
JIM Website Builder
Salesforce
Salesforce B2C Commerce
Sellfy
Shopify's built-in tools
Shopify's marketing suite
Shopify’s built-in B2B and marketing tools
Shopify’s built-in marketing tools
Shopivo/Shopify Email
Square Online Store
“Done-for-you” AI stores or marketing programs
Discontinued, still offered
No shut-down product was recommended here.