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, twelve models each.
Standing · first-choice share
36%
Contested · Klaviyo 18%
36HubSpot Marketing Hub18Klaviyo12BigCommerce B2B Edition34others
36% of first choices, contested.
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.
The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all twelve models, for a mid-market B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Show the three products at 0%, ordered by negative rate
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-one head-to-head pages: the top seven products, each against each
HubSpot Marketing Hub vs BigCommerceHubSpot Marketing Hub vs ActiveCampaignHubSpot Marketing Hub vs ShopifyKlaviyo vs OmnisendKlaviyo vs WooCommerceKlaviyo vs BigCommerceKlaviyo vs ActiveCampaignKlaviyo vs ShopifyOmnisend vs WooCommerceOmnisend vs BigCommerceOmnisend vs ActiveCampaignOmnisend vs ShopifyWooCommerce vs BigCommerceWooCommerce vs ActiveCampaignWooCommerce vs ShopifyBigCommerce vs ActiveCampaignBigCommerce vs ShopifyActiveCampaign vs Shopify
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 →
01
02
03
04
05
06
07
08
09
10Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01HubSpot Marketing Hub36%
HubSpot Marketing Hub36%02Klaviyo18%
Klaviyo18%03Omnisend10%
Omnisend10%04WooCommerce8%
WooCommerce8%05BigCommerce6%
BigCommerce6%06ActiveCampaign2%
ActiveCampaign2%07Shopify2%
Shopify2%08Brevo0%
Brevo0%09Salesforce Marketing Cloud0%
Salesforce Marketing Cloud0%10Mailchimp0%
Mailchimp0%What they warned about
Two of twelve 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, Qwen 3.7 Flash, 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.
Mailchimp50%
11 of 22 labels negative · 7 of 12 models · 2 hard negative
“Mailchimp\u2019s pricing structures have climbed sharply ... count unsubscribed, cleaned, and archived contacts toward your monthly billing threshold” Gemini 3.5 Flash, negative prompt
Klaviyo18%
8 of 45 labels negative · 6 of 12 models · 3 hard negative
“Klaviyo — The Most Controversial Right Now ... Trustpilot rating: 1.9/5 ... the worst rating of any major platform researched” DeepSeek V4 Flash, negative prompt
HubSpot Marketing Hub15%
5 of 34 labels negative · 4 of 12 models · 1 hard negative
“Avoid Klaviyo and HubSpot Early On” Gemini 3.5 Flash, budget prompt
Yotpo38%
3 of 8 labels negative · 3 of 12 models · 2 hard negative
“Atrocious/nearly absent account support, chat support that always has to "get back to you later," closing tickets without resolution” DeepSeek V4 Flash, negative prompt
What they cite
Four of the twelve models returned a source list in this edition: four return the pages they cited.
Sites the answers cite
19 of 72 answers in this category came back with a source list, from 4 of 12 models: citations where the model returns them, or the search results it consulted. 281 links across 158 sites, every framing counted. Ranked by the number of answers carrying the site or page. The other 8 models searched through a gateway that returned no source list on this edition.
6 answers · 7 citations · 2 models
5 answers · 8 citations · 3 models
vendor site · Shopify5 answers · 6 citations · 3 models
5 answers · 5 citations · 3 models
vendor site · Sender5 answers · 5 citations · 3 models
vendor site · Reddit4 answers · 22 citations · 2 models
4 answers · 7 citations · 2 models
vendor site · Omnisend4 answers · 5 citations · 3 models
vendor site · BigCommerce4 answers · 4 citations · 2 models
vendor site · Guideflow4 answers · 4 citations · 3 models
4 answers · 4 citations · 3 models
vendor site · YouTube3 answers · 8 citations · 1 model
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.
4 answers · 3 models
4 answers · 3 models
3 answers · 2 models
3 answers · 3 models
3 answers · 3 models
3 answers · 2 models
3 answers · 3 models
3 answers · 3 models
3 answers · 2 models
3 answers · 2 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 36% | 36% | 991 | 368,000 | 9,776 | ||||
| Klaviyo klaviyo.com | 18% | 365 | 90,500 | 1,560 | 200,057 | $572 | 20 | 8 |
| BigCommerce bigcommerce.com BigCommerce B2B Edition 12%, BigCommerce 6% | 18% | 164 | 9,900 | 989 | 655,124 | $1,225 | 115 | |
| Omnisend omnisend.com | 10% | 199 | 9,900 | 108 | 51,545 | $113 | 66 | |
| WooCommerce woocommerce.com | 8% | 146 | 22,200 | 3,726 | 88,616 | $24 | 15 | |
| Wix wix.com | 4% | 185 | 673,000 | 21,881 | 4,049,160 | $1,858 | 119 | |
| ActiveCampaign activecampaign.com | 2% | 437 | 18,100 | 307 | 235,709 | $1,424 | 32 | |
| Shopify shopify.com Shopify 2%, Shopify Email 0% | 2% | 299 | 1,000,000 | 38,067 | 3,486,997 | $3,351 | 110 | |
| Square Online squareup.com | 2% | 59 | 9,900 | 465 | 3,658,565 | $9 | 99 | |
| Brevo brevo.com | 0% | 440 | 40,500 | 327 | 81,741 | $17,847 | 106 |
Google's top ten for the two searches hold 14 sites; 2 of them are among the sites the models cited here (emailvendorselection.com, reddit.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 Edition, HubSpot Marketing HubHubSpot Marketing HubChangedKlaviyoagainst: HubSpot Marketing HubWix, WooCommerceno first choiceagainst: Trustpilot
One alternative
OroCommerceTwo alternatives
Omnisend, ShopifyThree alternatives
Big Cartel, Square Online, ZyroGPT-5.4 miniHubSpot Marketing HubHubSpot Marketing HubHeldKlaviyoagainst: MailchimpOmnisendagainst: Mailchimpno first choicenothing named
Three alternatives
Adobe Commerce, BigCommerce, Salesforce B2B CommerceFour alternatives
ActiveCampaign, Commerce Cloud, Klaviyo, Salesforce Marketing CloudTwo alternatives
HubSpot Marketing Hub, Shopify EmailTwo alternatives
Brevo, Shopify's own tools / Shop CampaignsGemini 3.5 FlashHubSpot Marketing HubActiveCampaignChangedKlaviyoOmnisendagainst: HubSpot Marketing Hub, KlaviyoKlaviyoagainst: Adobe Journey Optimizer, Mailchimp, Oracleagainst: AdRoll, Attentive, Criteo, HubSpot Marketing Hub, Keap, Mailchimp
Three alternatives
ActiveCampaign, Klaviyo, Salesforce Marketing Cloud Account EngagementTwo alternatives
HubSpot Marketing Hub, KlaviyoFour alternatives
Drip, Mailchimp, Omnisend, SendlaneSix alternatives
Brevo, MailerLite, Sender, Shopify, Square Online, WooCommerceFour alternatives
Bloomreach, Insider, SAP Emarsys, Salesforce Marketing CloudPerplexity SonarBigCommerce B2B EditionHubSpot Marketing HubChangedagainst: 6sense, Adobe Marketo Engageno first choiceSquare Online, Wixno first choiceagainst: Adobe Experience Cloud, HubSpot Marketing Hub, Salesforce Marketing Cloud, Yotpo
Three alternatives
Adobe Commerce, OroCommerce, ShopifyOne alternative
Hey SidTwo alternatives
Sender, WooCommerceGrok 4.20HubSpot Marketing Hubagainst: Adobe Marketo EngageHubSpot Marketing HubHeldagainst: Adobe Marketo EngageKlaviyo, OmnisendOmnisendagainst: Klaviyo, MailchimpKlaviyoagainst: Anoox, BigCommerce, Fiverr traffic gigs, Klaviyo, LinkCollider, Meta Audience Network, SEOClerks
Four alternatives
ActiveCampaign, BigCommerce B2B Edition, Klaviyo, Salesforce Marketing Cloud Account EngagementThree alternatives
ActiveCampaign, Hey Sid, KlaviyoThree alternatives
ActiveCampaign, Brevo, DripTwo alternatives
Brevo, ShopifyThree alternatives
Bloomreach, Insider, Salesforce Marketing CloudMistral SmallBigCommerce B2B Edition, HubSpot Marketing HubHubSpot Marketing HubChangedKlaviyo, OmnisendWooCommerceno first choiceagainst: Ascend Ecom, Automators AI, Click Profit, Empire Ecom, FBA Machine, Klaviyo, Mailchimp, Onyx Distribution, ecommercescalingsecrets.com, ecomscaling.org
Four alternatives
ActiveCampaign, Klaviyo, Shopify, VTEXFour alternatives
ActiveCampaign, Improvado, Klaviyo, MadgicxFive alternatives
ActiveCampaign, Attentive, HubSpot Marketing Hub, Mailchimp, Salesforce Marketing CloudThree alternatives
BigCommerce, Klaviyo, ShopifyDeepSeek V4 FlashHubSpot Marketing HubKlaviyoChangedKlaviyo, Omnisendagainst: MailchimpKlaviyo, OmnisendKlaviyoagainst: Adobe Journey Optimizer, Salesforce Marketing Cloudagainst: ActiveCampaign, Klaviyo, Loox, Mailchimp, Omnisend, Yotpo
Five alternatives
ActiveCampaign, Adobe Commerce, BigCommerce B2B Edition, Klaviyo, ShopifyOne alternative
HubSpot Marketing HubSix alternatives
ActiveCampaign, Brevo, Drip, Sender, Sendlane, Shopify EmailFive alternatives
Buffer, Canva, Google Analytics 4, Shopify, WooCommerceThree alternatives
Bloomreach, Braze, IterableLlama 4 MaverickBigCommerceHubSpot Marketing HubChangedno first choiceBigCommerce, WooCommerceno first choicenothing named
Four alternatives
SCAYLE, Shopify, Shopware, VTEXTwo alternatives
Shift4Shop, ShopifyQwen 3.7 FlashBigCommerce B2B Edition, HubSpot Marketing Hubagainst: Adobe CommerceHubSpot Marketing HubChangedKlaviyoKlaviyono first choiceagainst: ActiveCampaign, Drip, Etsy Pattern, Intercom, Klaviyo, Zendesk
Two alternatives
ActiveCampaign, ShopifyThree alternatives
ActiveCampaign, Klaviyo, Salesforce Marketing CloudThree alternatives
Attentive, Omnisend, PostscriptFive alternatives
Buffer, Canva, HubSpot Marketing Hub, Mailchimp, OmnisendKimi K2BigCommerce B2B Edition, HubSpot Marketing Hubagainst: ShopifyHubSpot Marketing HubChangedagainst: Klaviyo, OmnisendKlaviyo, Omnisendagainst: MailchimpShopifyKlaviyoagainst: ActiveCampaign, Adobe Marketo Engageagainst: Bazaarvoice, Click Profit, Ecommerce Empire Builders, Klaviyo, Lunar Capital Ventures / Ecom Genie / Profitable Automation, Mailchimp
One alternative
KlaviyoThree alternatives
ActiveCampaign, Hey Sid, Salesforce Marketing Cloud Account EngagementFive alternatives
Attentive, Drip, Maestra, Postscript, Shopify EmailSix alternatives
BigCommerce, Brevo, Klaviyo, MailerLite, Wix eCommerce, WooCommerceThree alternatives
Braze, HubSpot Marketing Hub, IterableGLM 4.7 FlashXKlaviyoagainst: Salesforce Commerce Cloud, Salesforce Marketing Cloud Account EngagementHubSpot Marketing HubChangedShopifyBigCommerce, WooCommerceno first choiceagainst: Amazon Ads, Birdeye, Flipkart, Meesho, Myntra, Netmeds, Oracle Commerce, Salesforce Commerce Cloud, Shopify, Yotpo
Three alternatives
BigCommerce, HubSpot Marketing Hub, ShopifyFive alternatives
ActiveCampaign, Google Analytics 4, Hey Sid, LinkedIn Campaign Manager, ZoomInfoFive alternatives
BigCommerce, Ecwid, Squarespace Commerce, Wix eCommerce, WooCommerceEight alternatives
Buffer, Canva, Google Analytics 4, Gumroad, Klaviyo, Mailchimp, Shopify, Wix CoreMiniMax M2.5BigCommerce B2B EditionHubSpot Marketing HubChangedBigCommerce, Shopifyagainst: HubSpot Marketing Hub, MailchimpKlaviyo, Omnisendno first choiceagainst: Amazon Ads, Flipkart, Meesho, Myntra, Netmeds, Shopify, Volusion, Wix eCommerce
Three alternatives
Adobe Commerce, SAP Commerce, Shopify Plus with B2B SuiteOne alternative
ActiveCampaignFour alternatives
Adobe Commerce, Klaviyo, Omnisend, WooCommerceTwo alternatives
MailerLite, MoosendBold 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.
Seventy-two 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 | 2026-09-15 02:26 | yes | 10 | 7 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 00:07 | yes | 4 | 7 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-14 23:35 | yes | 12 | 21 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-09-15 05:00 | yes | 16 | 5 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-15 00:55 | yes | 0 | 9 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 00:12 | yes | 0 | 12 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-15 00:30 | yes | 0 | 26 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-14 23:29 | yes | 0 | 1 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-14 23:00 | yes | 0 | 26 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 01:15 | yes | 0 | 44 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 01:57 | yes | 0 | 25 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 01:39 | yes | 0 | 16 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 01:17 | no | 0 | 4 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 03:15 | yes | 2 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 03:30 | yes | 10 | 23 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-09-15 02:28 | yes | 20 | 6 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-14 23:31 | yes | 0 | 4 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 03:54 | yes | 0 | 7 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-15 04:27 | yes | 0 | 19 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 04:04 | yes | 0 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 03:13 | no | 0 | 35 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 02:22 | yes | 0 | 62 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-14 23:31 | yes | 0 | 32 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 04:49 | yes | 0 | 18 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 02:40 | yes | 18 | 12 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 04:13 | yes | 6 | 10 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-14 23:13 | yes | 18 | 27 s |
| Comparative | Perplexity Sonar | sonar | 2026-09-15 02:30 | yes | 20 | 8 s |
| Comparative | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-15 03:54 | yes | 0 | 9 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 04:29 | yes | 0 | 14 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-15 02:35 | yes | 0 | 18 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 04:36 | yes | 0 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 01:05 | yes | 0 | 47 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 04:17 | yes | 0 | 57 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 01:50 | yes | 0 | 18 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-14 23:52 | yes | 0 | 12 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-14 23:14 | yes | 9 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 04:28 | yes | 3 | 3 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 04:13 | yes | 23 | 22 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-09-15 04:35 | yes | 20 | 5 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-14 23:31 | yes | 0 | 6 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 02:28 | yes | 0 | 6 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-14 23:51 | yes | 0 | 35 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 01:19 | yes | 0 | 1 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 05:06 | yes | 0 | 39 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 02:47 | yes | 0 | 37 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-14 23:28 | yes | 0 | 12 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 02:02 | yes | 0 | 22 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-14 23:58 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 02:43 | no | 0 | 7 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 04:17 | no | 0 | 15 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-09-15 03:01 | yes | 20 | 8 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-15 03:01 | yes | 0 | 8 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 00:39 | no | 0 | 4 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-15 01:15 | yes | 0 | 22 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 03:09 | yes | 0 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-14 23:25 | no | 0 | 28 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-14 23:03 | yes | 0 | 44 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 00:33 | yes | 0 | 25 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 04:44 | yes | 0 | 14 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-14 23:16 | yes | 31 | 10 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 02:15 | no | 0 | 4 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 03:06 | yes | 19 | 21 s |
| Negative framing | Perplexity Sonar | sonar | 2026-09-15 02:36 | yes | 20 | 8 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-15 00:27 | yes | 0 | 9 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 04:25 | yes | 0 | 13 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-14 23:41 | yes | 0 | 32 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 01:20 | yes | 0 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 02:50 | yes | 0 | 58 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 00:52 | yes | 0 | 43 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 04:56 | yes | 0 | 82 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 02:15 | yes | 0 | 15 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
Amazon read as Amazon Ads
HubSpot read as HubSpot Marketing Hub
Meta (Facebook/Instagram) read as Meta Ads
Shopify Marketing / Shopify Messaging read as Shopify Email
Shopify Messaging read as Shopify Email
Squarespace read as Squarespace Commerce
TikTok read as TikTok Ads
Unresolved, counted raw
Ascend Ecom
Automators AI
Barilliance
Bing
Digital Silk
Disruptive Advertising
Empire Ecom
Etsy Pattern
Fiverr traffic gigs
LinkedIn
Lunar Capital Ventures / Ecom Genie / Profitable Automation
Onyx Distribution
Oracle
Retainful
SAP Commerce
Salesforce MCAE/Pardot
Shopify's own tools / Shop Campaigns
Thrive Internet Marketing Agency
Verified Reviews
Vitals
Wix Core
Wix Email Marketing
Zyro
ecommercescalingsecrets.com
ecomscaling.org
Discontinued, still offered
No shut-down product was recommended here.