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. 52 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing · first-choice share
17%
Contested · Klaviyo 17%
17HubSpot Marketing Hub17Klaviyo15ActiveCampaign50others
17% 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 small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Show the one product 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.
Google Analytics 4 is made by Google, whose model Gemini 3.5 Flash is in the set. On the four share prompts that model made it the first choice zero times of 4; the other eleven models zero times of 44. Lab treatment is defined on the method page; the row is marked, not excluded.
Head to head
HubSpot Marketing Hub vs KlaviyoHubSpot Marketing Hub vs OmnisendHubSpot Marketing Hub vs WooCommerce
Head-to-head pages are published for mid-market buyers, so these open on mid-market figures, not small business.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
10
11
12Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative30%
Key
01Klaviyo17%
Klaviyo17%02HubSpot Marketing Hub17%
HubSpot Marketing Hub17%03ActiveCampaign15%
ActiveCampaign15%04Omnisend13%
Omnisend13%05Shopify12%
Shopify12%06BigCommerce6%
BigCommerce6%07WooCommerce6%
WooCommerce6%08Square Online4%
Square Online4%09Brevo2%
Brevo2%10Wix2%
Wix2%11Mailchimp2%
Mailchimp2%12Google Analytics 40%
Google Analytics 40%What they warned about
Zero of twelve models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, Perplexity Sonar, Grok 4.20, 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.
Klaviyo20%
8 of 41 labels negative · 6 of 12 models · 2 hard negative
“The platform most small businesses should be most wary of is Klaviyo — its 2025 active-profile billing change makes costs unpredictable and punishing” DeepSeek V4 Flash, negative prompt
Mailchimp35%
12 of 34 labels negative · 5 of 12 models · 3 hard negative
“This is the primary example of a legacy giant changing its behavior in ways that hurt small budgets.... increasingly expensive for growing brands” Qwen 3.7 Flash, negative prompt
HubSpot Marketing Hub25%
7 of 28 labels negative · 5 of 12 models
“the free plan has no marketing automation. To get automation, you need Marketing Hub Professional at ~$890/month plus a $3,000 onboarding fee” Kimi K2, direct prompt
Shopify18%
6 of 34 labels negative · 4 of 12 models
“best if you can spend a bit more for the fastest setup ... but it is usually not the cheapest option” Perplexity Sonar, budget 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
18 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. 222 links across 135 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.
vendor site · Shopify8 answers · 10 citations · 4 models
vendor site · BigCommerce7 answers · 8 citations · 4 models
vendor site · Stripe5 answers · 5 citations · 3 models
vendor site · YouTube4 answers · 10 citations · 1 model
vendor site · Sender4 answers · 6 citations · 2 models
vendor site · Drip4 answers · 4 citations · 2 models
vendor site · Salesforce4 answers · 4 citations · 2 models
vendor site · HubSpot3 answers · 4 citations · 2 models
3 answers · 3 citations · 2 models
3 answers · 3 citations · 1 model
vendor site · HubSpot3 answers · 3 citations · 2 models
3 answers · 3 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.
5 answers · 3 models
4 answers · 2 models
4 answers · 2 models
3 answers · 1 model
3 answers · 3 models
3 answers · 2 models
3 answers · 2 models
3 answers · 1 model
3 answers · 2 models
3 answers · 1 model
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 17%, HubSpot Sales Hub 2% | 19% | 991 | 368,000 | 9,776 | ||||
| Klaviyo klaviyo.com | 17% | 365 | 90,500 | 1,560 | 200,057 | $572 | 20 | 8 |
| ActiveCampaign activecampaign.com | 15% | 437 | 18,100 | 307 | 235,709 | $1,424 | 32 | |
| Omnisend omnisend.com | 13% | 199 | 9,900 | 108 | 51,545 | $113 | 66 | |
| Shopify shopify.com Shopify 12%, Shopify Email 0% | 12% | 299 | 1,000,000 | 38,067 | 3,486,997 | $3,351 | 110 | |
| BigCommerce bigcommerce.com BigCommerce 6%, BigCommerce B2B Edition 0% | 6% | 164 | 9,900 | 989 | 655,124 | $1,225 | 115 | |
| WooCommerce woocommerce.com | 6% | 146 | 22,200 | 3,726 | 88,616 | $24 | 15 | |
| Square Online squareup.com | 4% | 59 | 9,900 | 465 | 3,658,565 | $9 | 99 | |
| Brevo brevo.com | 2% | 440 | 40,500 | 327 | 81,741 | $17,847 | 106 | |
| Wix wix.com | 2% | 185 | 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 (salesforce.com). The first result for “best ecommerce marketing platform” is ecomm.design.
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.ShowHide
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.
ShowHideModelDirect“What is the best ecommerce marketing platform for a small B2B company?”Paraphrase“Which marketing tool for an online store would you recommend to a small business that sells to other businesses?”Comparative“What are the top ecommerce marketing platforms for a small team and how do they differ?”Budget-constrained“What is the best ecommerce marketing platform for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating an ecommerce marketing platform. What should we look at?”Negative“Which ecommerce marketing platforms should a small business avoid or be cautious about?”
Claude Haiku 4.5no first choiceagainst: Adobe Commerce, ShopifyHubSpot Marketing HubChangedShopifyMailchimpno first choiceagainst: Squarespace Commerce, Wix
Three alternatives
BigCommerce, HubSpot Marketing Hub, WooCommerceTwo alternatives
ActiveCampaign, MailchimpTwo alternatives
BigCommerce, WixFour alternatives
Google Shopping, Kit, Klaviyo, Meta AdsGPT-5.4 miniBigCommerce, ShopifyHubSpot Marketing HubChangedOmnisendagainst: Constant ContactBrevo, Omnisendagainst: HubSpot Marketing Hub, Klaviyono first choicenothing named
One alternative
HubSpot Marketing HubOne alternative
MailchimpThree alternatives
Klaviyo, Mailchimp, Shopify EmailGemini 3.5 FlashActiveCampaign, HubSpot Marketing HubActiveCampaignChangedOmnisendagainst: MailchimpOmnisendagainst: KlaviyoKlaviyoagainst: Salesforce Marketing Cloudagainst: Adobe Experience Cloud, HubSpot Marketing Hub, Mailchimp, Oracle Eloqua, Salesforce Marketing Cloud
Five alternatives
BigCommerce, Klaviyo, Omnisend, Shopify, WooCommerceThree alternatives
Brevo, HubSpot Marketing Hub, KlaviyoThree alternatives
Brevo, Klaviyo, Shopify EmailFour alternatives
Brevo, MailerLite, Sender, Shopify EmailFour alternatives
ActiveCampaign, Mailchimp, Omnisend, SendlanePerplexity SonarShopifyagainst: WooCommerceHubSpot Marketing HubChangedagainst: Adobe Marketo Engage, ZoomInfoShopify, Wixagainst: BigCommerceSquare Online, Wixagainst: Shopifyno first choiceagainst: Adobe Commerce, Amazon Ads, BigCommerce, Meta Ads, Salesforce Commerce Cloud, WooCommerce, commercetools
One alternative
BigCommerce B2B EditionTwo alternatives
ActiveCampaign, MailchimpFive alternatives
Klaviyo, Mailchimp, Omnisend, Square Online, Squarespace CommerceOne alternative
WooCommerceGrok 4.20ActiveCampaignagainst: HubSpot Marketing HubHubSpot Marketing HubChangedagainst: MailchimpOmnisend, Privyagainst: MailchimpOmnisendagainst: KlaviyoKlaviyoagainst: Google Ads, Klaviyo, Marketing 360, Meta Ads, Yelp Ads
Three alternatives
Drip, Klaviyo, OmnisendOne alternative
ActiveCampaignOne alternative
KlaviyoTwo alternatives
Brevo, MailchimpFour alternatives
ActiveCampaign, Attentive, Drip, OmnisendMistral SmallShopifyActiveCampaignChangedOmnisend, Shopifyagainst: MailchimpBigCommerceKlaviyo, Omnisendagainst: Mailchimp, Omnisend, ReviewMeta, Trustpilot
Four alternatives
ActiveCampaign, BigCommerce B2B Edition, HubSpot Marketing Hub, WooCommerceTwo alternatives
Drip, HubSpot Marketing HubThree alternatives
ActiveCampaign, Klaviyo, WixSix alternatives
Buffer, Google Analytics 4, Mailchimp, Omnisend, Shopify, WooCommerceTwo alternatives
ActiveCampaign, BrevoDeepSeek V4 FlashBigCommerce, ShopifyActiveCampaignChangedagainst: HubSpot Marketing HubOmnisendagainst: LoyaltyLion, MailchimpOmnisendagainst: MailchimpKlaviyo, Omnisendagainst: Braze, HubSpot Marketing Hub, Iterable, Mailchimp, Salesforce Marketing Cloudagainst: ActiveCampaign, BigCommerce, Constant Contact, GetResponse, Klaviyo, Mailchimp, Shopify, Squarespace Commerce, Wix
Three alternatives
HubSpot Marketing Hub, Klaviyo, MailchimpFive alternatives
Brevo, Buffer, Canva, Google Analytics 4, Google Search ConsoleSix alternatives
Drip, Google Analytics 4, Judge.me, Klaviyo, Shopify Email, Smile.ioFour alternatives
Brevo, Klaviyo, MailerLite, Shopify EmailTwo alternatives
ActiveCampaign, DripLlama 4 Maverickno first choiceHubSpot Marketing HubChangedShopifyno first choiceno first choiceagainst: Weebly
One alternative
MailchimpFour alternatives
BigCommerce, Square Online, Squarespace Commerce, WixQwen 3.7 FlashActiveCampaignagainst: Klaviyo, OmnisendHubSpot Marketing HubChangedKlaviyoKlaviyoagainst: Ahrefs, SemrushKlaviyoagainst: Adobe Experience Cloud, Adobe Marketo Engage, Mailchimpagainst: Amazon Ads, Brevo, GetResponse, Mailchimp, eBay
Two alternatives
BigCommerce, HubSpot Marketing HubTwo alternatives
ActiveCampaign, MailerLiteFour alternatives
Brevo, Drip, Mailchimp, OmnisendSeven alternatives
Buffer, Canva, Google Analytics 4, MailerLite, Omnisend, Shopify, WixFour alternatives
Attentive, Customer.io, HubSpot Marketing Hub, OmnisendKimi K2ActiveCampaignagainst: HubSpot Marketing Hub, ShopifyActiveCampaign, HubSpot Marketing HubChangedagainst: 6sense, Adobe Marketo Engage, Demandbase, KlaviyoOmnisendSquare Online, WooCommerceagainst: ShopifyShopifyagainst: Bazaarvoice, HubSpot Marketing Hub, Klaviyo, Shift4Shop, Shopify, Squarespace Commerce, Volusion, Wix eCommerce
Three alternatives
BigCommerce, Brevo, Standard ShopifyTwo alternatives
Apollo.io, BrevoSix alternatives
ActiveCampaign, Brevo, Drip, Klaviyo, Mailchimp, SenderSeven alternatives
BigCommerce, Buffer, Canva, Google Analytics 4, Google Search Console, Mailchimp, OmnisendTwo alternatives
BigCommerce, WixGLM 4.7 FlashXKlaviyoHubSpot Marketing HubChangedShopifyWix eCommerceKlaviyoagainst: Adobe Commerce, Allegro, Amazon Ads, Ecwid, Etsy, PrestaShop, Squarespace Ecommerce, Volusion V1, Weebly Ecommerce, WooCommerce, Zen Cart, eBay, osCommerce
Three alternatives
ActiveCampaign, BigCommerce, ShopifyOne alternative
MailchimpSix alternatives
BigCommerce, Ecwid, Square Online, Squarespace Commerce, Wix eCommerce, WooCommerceFive alternatives
Buffer, Google Analytics 4, Mailchimp, Shift4Shop, WooCommerceThree alternatives
ActiveCampaign, HubSpot Marketing Hub, OmnisendMiniMax M2.5WooCommerceHubSpot Sales HubChangedKlaviyoShopify, WooCommerceKlaviyo, Omnisendagainst: Click Profit, Ecommerce Empire Builders
Two alternatives
BigCommerce B2B Edition, ShopifyThree alternatives
Apollo.io, Hey Sid, SocialBeeThree alternatives
HubSpot Marketing Hub, Mailchimp, ShopifyThree alternatives
Big Cartel, Gumroad, Square OnlineOne alternative
BrevoBold 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 03:35 | no | 0 | 5 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 01:48 | yes | 4 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 02:31 | yes | 16 | 25 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-09-14 23:04 | yes | 20 | 6 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 00:03 | yes | 0 | 6 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 01:26 | yes | 0 | 9 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-14 23:00 | yes | 0 | 36 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 02:47 | yes | 0 | 1 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 02:08 | yes | 0 | 99 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 04:43 | yes | 0 | 36 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 04:48 | yes | 0 | 31 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 00:43 | yes | 0 | 15 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-14 23:44 | no | 0 | 4 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 02:57 | yes | 4 | 3 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 04:45 | yes | 8 | 21 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-09-14 23:18 | yes | 20 | 5 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) | 2026-09-15 04:42 | yes | 0 | 5 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 04:34 | yes | 0 | 5 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-14 23:26 | yes | 0 | 15 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-14 22:57 | yes | 0 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 03:26 | no | 0 | 37 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 03:29 | yes | 0 | 29 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 02:21 | yes | 0 | 12 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 01:43 | yes | 0 | 9 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 02:48 | yes | 13 | 11 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 01:27 | yes | 5 | 7 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 00:50 | yes | 18 | 24 s |
| Comparative | Perplexity Sonar | sonar | 2026-09-15 02:48 | yes | 20 | 12 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 | 8 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 01:49 | yes | 0 | 12 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-15 02:44 | yes | 0 | 21 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 03:18 | yes | 0 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 01:32 | yes | 0 | 45 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 03:58 | yes | 0 | 46 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 03:49 | yes | 0 | 21 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 04:44 | yes | 0 | 35 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 02:50 | no | 0 | 4 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 00:50 | yes | 2 | 4 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 02:47 | yes | 7 | 19 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-09-15 01:31 | 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) | 2026-09-15 02:21 | yes | 0 | 10 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 02:42 | yes | 0 | 7 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-14 23:25 | yes | 0 | 25 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 00:13 | yes | 0 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 04:11 | yes | 0 | 37 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 04:42 | yes | 0 | 41 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 04:10 | yes | 0 | 55 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 01:25 | yes | 0 | 24 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-14 23:57 | no | 0 | 7 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 03:11 | no | 0 | 5 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 01:10 | yes | 6 | 27 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-09-15 03:37 | 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) | 2026-09-14 23:31 | yes | 0 | 10 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 02:47 | yes | 0 | 12 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-15 02:34 | yes | 0 | 38 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 01:30 | yes | 0 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 01:23 | no | 0 | 37 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 03:21 | yes | 0 | 38 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-14 23:08 | yes | 0 | 52 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 00:33 | yes | 0 | 18 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-14 22:54 | yes | 10 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 00:33 | no | 0 | 4 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 01:36 | yes | 9 | 22 s |
| Negative framing | Perplexity Sonar | sonar | 2026-09-15 04:40 | yes | 20 | 5 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 01:27 | yes | 0 | 8 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 05:03 | yes | 0 | 13 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-14 23:10 | yes | 0 | 73 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-14 23:27 | yes | 0 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 01:01 | yes | 0 | 49 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 00:18 | yes | 0 | 61 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 01:28 | yes | 0 | 46 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 01:53 | yes | 0 | 23 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 (Professional Tiers) read as HubSpot Marketing Hub
HubSpot Marketing Pro read as HubSpot Marketing Hub
Meta/Facebook read as Meta Ads
Meta/Facebook ads read as Meta Ads
Shopify Messaging read as Shopify Email
Squarespace read as Squarespace Commerce
TikTok read as TikTok Ads
Unresolved, counted raw
ReviewMeta
SAP
Shopify's built-in tools
Squarespace Ecommerce
Discontinued, still offered
No shut-down product was recommended here.