Ecommerce marketing for enterprise buyers
Asked as “ecommerce marketing platform”, and as “marketing tool for an online store”, on behalf of an enterprise B2B company. 45 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing · first-choice share
22%
Contested · Salesforce Marketing Cloud 20%
22Adobe Marketo Engage20Salesforce Marketing Cloud09BigCommerce49others
22% 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 an enterprise 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
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 enterprise.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
12
13Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01Adobe Marketo Engage22%
Adobe Marketo Engage22%02Salesforce Marketing Cloud20%
Salesforce Marketing Cloud20%03BigCommerce9%
BigCommerce9%04Shopify7%
Shopify7%05Adobe Commerce7%
Adobe Commerce7%06HubSpot Marketing Hub7%
HubSpot Marketing Hub7%07Klaviyo4%
Klaviyo4%08Elastic Path Composable Commerce4%
Elastic Path Composable Commerce4%09Salesforce Commerce Cloud2%
Salesforce Commerce Cloud2%10SAP Commerce Cloud2%
SAP Commerce Cloud2%11Braze0%
Braze0%12commercetools0%
commercetools0%13Iterable0%
Iterable0%What they warned about
One of twelve models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, 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.
HubSpot Marketing Hub38%
12 of 32 labels negative · 8 of 12 models · 4 hard negative
“Non-Ecommerce Specialized CRMs * Representative Examples: HubSpot (Marketing Hub)... not architected to ingest the high-velocity... B2C ecommerce” Gemini 3.5 Flash, negative prompt
Salesforce Marketing Cloud31%
12 of 39 labels negative · 7 of 12 models
“behemoths like Salesforce Marketing Cloud or HubSpot Enterprise can quickly become cost-prohibitive or highly unpredictable due to seat-based pricing escalations” Gemini 3.5 Flash, budget prompt
BigCommerce23%
6 of 26 labels negative · 6 of 12 models · 1 hard negative
“Annual sales limits that force expensive automatic upgrades when you exceed plan limits” GLM 4.7 FlashX, negative prompt
Shopify20%
6 of 30 labels negative · 6 of 12 models
“Verdict: CAUTION — strong for mid-market and growth-stage brands, but architecture has hard ceilings for complex enterprises.” 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
21 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. 279 links across 172 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 · Virto Commerce8 answers · 8 citations · 3 models
vendor site · Shopify7 answers · 8 citations · 3 models
vendor site · Improvado6 answers · 8 citations · 3 models
vendor site · BigCommerce6 answers · 6 citations · 3 models
vendor site · SparkLayer5 answers · 6 citations · 3 models
5 answers · 5 citations · 3 models
vendor site · InsiderOne4 answers · 5 citations · 2 models
vendor site · Drip4 answers · 4 citations · 2 models
vendor site · Elastic Path4 answers · 4 citations · 1 model
4 answers · 4 citations · 3 models
vendor site · YouTube3 answers · 5 citations · 1 model
3 answers · 4 citations · 3 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.
6 answers · 3 models
5 answers · 3 models
5 answers · 3 models
5 answers · 3 models
4 answers · 2 models
4 answers · 1 model
4 answers · 3 models
4 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 |
|---|---|---|---|---|---|---|---|---|
| Adobe parent site Adobe Marketo Engage 22%, Adobe Commerce 7%, Adobe Commerce (Magento) + Adobe Experience Cloud 4% | 33% | 311 | 1,220,000 | 117,563 | ||||
| Salesforce parent site Salesforce Marketing Cloud 20%, Salesforce Commerce Cloud 2%, Salesforce Marketing Cloud Account Engagement 2%, Salesforce B2B Commerce 0% | 24% | 317 | 550,000 | 60,632 | ||||
| BigCommerce bigcommerce.com | 9% | 68 | 9,900 | 989 | 655,124 | $1,225 | 115 | |
| Shopify shopify.com | 7% | 299 | 1,000,000 | 38,067 | 3,486,997 | $3,351 | 110 | |
| HubSpot parent site HubSpot Marketing Hub 7% | 7% | 991 | 368,000 | 9,776 | ||||
| Klaviyo klaviyo.com | 4% | 365 | 90,500 | 1,560 | 200,057 | $572 | 20 | 8 |
| Elastic Path Composable Commerce elasticpath.com | 4% | 8 | 10 | 0 | 6,225 | 7 | ||
| SAP parent site SAP Commerce Cloud 2% | 2% | 87 | 135,000 | 74,309 | ||||
| Bloomreach bloomreach.com | 2% | 85 | 3,600 | 138 | 90,056 | $8,272 | 43 | |
| Insider insiderone.com | 2% | 125 | 27,100 | 356,013 | 81,938 | 1 |
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 an enterprise B2B company?”Paraphrase“Which marketing tool for an online store would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade ecommerce marketing platforms and how do they differ?”Budget-constrained“What is the best ecommerce marketing platform for a large company that needs predictable total cost across thousands of users?”Scale-constrained“We are a 5,000 person company with SSO, SOC 2 and procurement review requirements evaluating an ecommerce marketing platform. What should we look at?”Negative“Which ecommerce marketing platforms should a large enterprise avoid or be cautious about?”
Claude Haiku 4.5Adobe Commerce, OroCommerce, SAP Commerce Cloudno first choiceChangedno first choiceElastic Path Composable Commerceagainst: Salesforce Marketing Cloudno first choiceagainst: Amazon Ads, Google, Meta Ads, Shopify
Three alternatives
BigCommerce, Salesforce B2B Commerce, commercetoolsTwo alternatives
Adobe Marketo Engage, KlaviyoGPT-5.4 miniAdobe CommerceSalesforce Marketing CloudChangedAdobe Commerce, Adobe Experience Cloudagainst: KlaviyoBigCommerceagainst: HubSpot Marketing Hub, Salesforce Marketing Cloud, Salesforce Marketing Cloud Account Engagementno first choiceagainst: Salesforce B2C Commerce, Salesforce Marketing Cloud
Two alternatives
SAP Commerce Cloud, Salesforce B2B CommerceTwo alternatives
Adobe Marketo Engage, HubSpot Marketing HubFour alternatives
Bloomreach, Oracle Commerce, SAP Commerce Cloud, Salesforce Commerce CloudGemini 3.5 FlashAdobe Marketo Engage, Salesforce Marketing Cloud, Salesforce Marketing Cloud Account EngagementSalesforce Marketing CloudChangedno first choiceEmmaagainst: HubSpot Marketing Hub, Salesforce Marketing Cloudno first choiceagainst: ActiveCampaign, Adobe Experience Manager, Constant Contact, HubSpot Marketing Hub, Mailchimp, Oracle Marketing Cloud, Salesforce Marketing Cloud, Salesforce Marketing Cloud Account Engagement, Sitecore
Six alternatives
Adobe Commerce, HubSpot Marketing Hub, Klaviyo, OroCommerce, Salesforce B2B Commerce, ShopifyTwo alternatives
Adobe Marketo Engage, HubSpot Marketing HubSeven alternatives
Adobe Experience Cloud, Bloomreach, Braze, Insider, Iterable, Klaviyo, Salesforce Marketing CloudThree alternatives
Braze, GoHighLevel, IterablePerplexity SonarSalesforce Marketing Cloudagainst: BigCommerce, ShopifyAdobe Marketo EngageChangedno first choiceagainst: HubSpot Marketing HubBigCommerceagainst: Salesforce Commerce Cloudno first choiceagainst: Adobe Marketo Engage, WooCommerce
Two alternatives
Adobe Commerce, Adobe Marketo EngageFour alternatives
6sense, Demandbase, HubSpot Marketing Hub, Salesforce Marketing CloudEleven alternatives
Adobe Commerce, Adobe Experience Cloud, BigCommerce, Bloomreach, Braze, Oracle Commerce, SAP Commerce Cloud, Salesforce Commerce Cloud, Salesforce Marketing Cloud, Shopify, commercetoolsOne alternative
ShopifyGrok 4.20Adobe Marketo EngageAdobe Marketo EngageHeldagainst: Salesforce Marketing Cloudno first choiceKlaviyoagainst: Braze, Iterable, Salesforce Marketing Cloudno first choiceagainst: ActiveCampaign, BigCommerce, Drip, HubSpot Marketing Hub, Klaviyo, Mailchimp, Omnisend, Shopify
Two alternatives
HubSpot Marketing Hub, Salesforce Marketing CloudTwo alternatives
HubSpot Marketing Hub, Salesforce Marketing Cloud Account EngagementOne alternative
HubSpot Marketing HubMistral SmallAdobe Commerce (Magento) + Adobe Experience CloudHubSpot Marketing HubChangedKlaviyoElastic Path Composable Commerceagainst: Adobe Commerce, SAP Commerce Cloud, Salesforce Commerce Cloudno first choiceagainst: Adobe Commerce, BigCommerce, Volusion, Wix eCommerce
Nine alternatives
Adobe Marketo Engage, BigCommerce, Klaviyo, Optimizely CMS, OroCommerce, SAP Commerce Cloud, Salesforce Commerce Cloud, Salesforce Marketing Cloud, Shopify Plus with B2B LayerThree alternatives
Adobe Marketo Engage, Salesforce Marketing Cloud, Salesforce Marketing Cloud Account EngagementTen alternatives
Adobe Commerce, Braze, Elastic Path Composable Commerce, Iterable, Omnisend, Salesforce Commerce Cloud, Salesforce Marketing Cloud, Shopify, VTEX, commercetoolsTwo alternatives
BigCommerce, ShopifyDeepSeek V4 FlashAdobe Commerceagainst: SAP Hybris CommerceSalesforce Marketing CloudChangedagainst: HubSpot Marketing Hub, Oracle EloquaBloomreach, Klaviyoagainst: Salesforce Marketing CloudKlaviyoagainst: Adobe Journey Optimizer, Adobe Marketo Engage, Braze, HubSpot Marketing Hub, Iterable, Salesforceno first choiceagainst: BigCommerce, Braze, Mailchimp, Salesforce Commerce Cloud, Salesforce Marketing Cloud, Shopify, Squarespace Commerce, Volusion, Weebly, Wix, WooCommerce
Six alternatives
BigCommerce B2B Edition, SAP Commerce Cloud, Salesforce B2B Commerce, Shopify, Spryker, commercetoolsFive alternatives
6sense, Adobe Marketo Engage, Demandbase, Hightouch, SegmentFour alternatives
Braze, Insider, Omnisend, SAP EmarsysOne alternative
Elastic Path Composable CommerceLlama 4 MaverickSalesforce Marketing CloudAdobe Marketo Engage, HubSpot Marketing HubChangedno first choiceBigCommerce, Shopifyno first choicenothing named
Three alternatives
Elogic Commerce, Shopify, SparkLayerThree alternatives
Apollo.io, Dreamdata, ZoomInfoFour alternatives
Adobe Commerce, BigCommerce, Salesforce Commerce Cloud, ShopifyQwen 3.7 FlashAdobe Marketo EngageSalesforce Marketing CloudChangedKlaviyoBigCommerce, Shopifyagainst: Adobe Commerce, Salesforce B2Cno first choiceagainst: HubSpot Marketing Hub, Mailchimp, Squarespace Commerce, Webflow, Wix
Seven alternatives
Adobe Commerce, HubSpot Marketing Hub, Oracle Eloqua, Salesforce Commerce Cloud, Salesforce Marketing Cloud Account Engagement, Shopify, commercetoolsFour alternatives
Adobe Experience Cloud, Commerce Cloud, HubSpot Marketing Hub, Salesforce CRMTwelve alternatives
ActiveCampaign, Adobe Commerce, BigCommerce, Braze, Elastic Path Composable Commerce, Omnisend, SAP Commerce Cloud, Salesforce Commerce Cloud, Salesforce Marketing Cloud, Shopify, Spryker, commercetoolsTwo alternatives
Iterable, KlaviyoKimi K2Adobe Commerce (Magento) + Adobe Experience Cloud, Salesforce Commerce CloudAdobe Marketo EngageChangedagainst: HubSpot Marketing HubShopifySalesforce Marketing Cloudagainst: Adobe Marketo Engage, Braze, HubSpot Marketing Hub, Iterable, Klaviyo, SAP Emarsys, commercetoolsno first choiceagainst: Adobe Campaign, HubSpot Marketing Hub, Salesforce Marketing Cloudagainst: Adobe Commerce, SAP Commerce Cloud, Salesforce Commerce Cloud, Squarespace Commerce, Wix eCommerce, WooCommerce
Three alternatives
Adobe Marketo Engage, SAP Commerce Cloud, Salesforce Marketing Cloud Account EngagementFour alternatives
Adobe Commerce, Klaviyo, Salesforce Commerce Cloud, Salesforce Marketing CloudEight alternatives
Adobe Commerce, BigCommerce, Elastic Path Composable Commerce, SAP Commerce Cloud, Salesforce Commerce Cloud, Spryker, VTEX, commercetoolsOne alternative
MaestraGLM 4.7 FlashXBloomreach, InsiderAdobe Marketo EngageChangedagainst: Salesforce Marketing CloudKlaviyoHubSpot Marketing Hubagainst: Adobe Marketo Engage, Salesforce Marketing Cloudno first choiceagainst: ActiveCampaign, Adobe Marketo Engage, BigCommerce, Constant Contact, HubSpot Marketing Hub, Mailchimp, Oracle Eloqua, Shopify, Spryker, VTEX, commercetools
Two alternatives
Adobe Commerce, ShopifyOne alternative
HubSpot Marketing HubFive alternatives
Braze, Customer.io, Insider, MoEngage, Netcore.aiOne alternative
KlaviyoMiniMax M2.5Adobe Marketo EngageAdobe Marketo Engage, Salesforce Marketing CloudChangedBloomreach, InsiderShopifyno first choiceagainst: Adobe Commerce, BigCommerce, Salesforce Commerce Cloud, Shift4Shop, Shopify, Squarespace Commerce, Volusion, Wix eCommerce, commercetools, osCommerce
Two alternatives
HubSpot Marketing Hub, Salesforce Marketing Cloud Account EngagementOne alternative
BrazeFour alternatives
AB Tasty, Adobe Experience Cloud, Dynamic Yield, Salesforce Marketing CloudThree alternatives
GoHighLevel, Salesforce Commerce Cloud, Salesforce Marketing CloudBold 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 | 2026-09-14 23:21 | yes | 8 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-14 23:56 | yes | 4 | 7 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 04:39 | yes | 19 | 24 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-09-15 01:37 | yes | 16 | 7 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 02:08 | yes | 0 | 8 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 01:32 | yes | 0 | 9 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-15 03:58 | yes | 0 | 15 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 02:20 | yes | 0 | 1 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 04:31 | yes | 0 | 29 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 04:23 | yes | 0 | 36 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 02:38 | yes | 0 | 60 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-14 22:51 | yes | 0 | 22 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 02:15 | no | 0 | 4 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 00:46 | yes | 3 | 3 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-14 23:37 | yes | 12 | 22 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-09-15 01:58 | 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) | 2026-09-15 04:01 | yes | 0 | 6 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-09-14 23:50 | no | 0 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-15 03:38 | yes | 0 | 19 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-14 23:20 | yes | 0 | 1 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 00:20 | no | 0 | 30 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 03:40 | yes | 0 | 34 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 01:43 | yes | 0 | 11 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-14 23:41 | yes | 0 | 32 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 05:01 | yes | 7 | 10 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 04:31 | yes | 4 | 10 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 00:48 | yes | 17 | 23 s |
| Comparative | Perplexity Sonar | sonar | 2026-09-14 23:03 | yes | 20 | 11 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 04:13 | yes | 0 | 9 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 03:36 | yes | 0 | 10 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-15 04:41 | yes | 0 | 27 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 03:02 | yes | 0 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 02:34 | yes | 0 | 71 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 02:55 | yes | 0 | 78 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 03:58 | yes | 0 | 36 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 01:51 | yes | 0 | 23 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-14 23:06 | yes | 13 | 9 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 01:58 | yes | 3 | 4 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 04:51 | yes | 21 | 29 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-09-15 02:05 | yes | 20 | 7 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 01:15 | yes | 0 | 11 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 04:19 | yes | 0 | 8 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-15 03:47 | yes | 0 | 27 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-14 23:52 | yes | 0 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 04:32 | yes | 0 | 47 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 02:46 | yes | 0 | 55 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-14 23:47 | yes | 0 | 203 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 04:14 | yes | 0 | 86 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 04:22 | yes | 23 | 13 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 02:04 | no | 0 | 10 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 01:24 | no | 0 | 15 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-09-15 00:32 | yes | 20 | 12 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 03:03 | yes | 0 | 8 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 03:55 | yes | 0 | 10 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-15 00:10 | yes | 0 | 30 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 00:27 | yes | 0 | 1 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 00:50 | no | 0 | 42 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-14 23:09 | yes | 0 | 40 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 01:59 | yes | 0 | 68 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 04:42 | yes | 0 | 19 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 03:57 | yes | 14 | 10 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-14 23:08 | yes | 4 | 7 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 00:55 | yes | 11 | 23 s |
| Negative framing | Perplexity Sonar | sonar | 2026-09-15 03:11 | yes | 20 | 7 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 00:11 | yes | 0 | 11 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 04:05 | yes | 0 | 11 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-14 23:40 | yes | 0 | 96 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 01:26 | yes | 0 | 1 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 04:05 | no | 0 | 39 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 02:06 | yes | 0 | 64 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-14 23:27 | yes | 0 | 86 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 03:51 | yes | 0 | 42 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
Elastic Path read as Elastic Path Composable Commerce
HubSpot read as HubSpot Marketing Hub
HubSpot (Marketing Hub) read as HubSpot Marketing Hub
Meta read as Meta Ads
Oracle CX Commerce read as Oracle Commerce
SAP Hybris read as SAP Hybris Commerce
Squarespace read as Squarespace Commerce
TikTok read as TikTok Ads
Unresolved, counted raw
Elogic Commerce
Google
HubSpot for B2B
Netcore.ai
Salesforce
Salesforce B2C
Shopify Plus with B2B Layer
Discontinued, still offered
No shut-down product was recommended here.