Index › Marketing › Ecommerce marketing › Enterprise › September 2026 Edition

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

Adobe Marketo Engage

Contested

22% of first choices, contested.

ShowinginAll 73 categories in the September 2026 Edition →

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

Klaviyo17%ContestedStanding →Mid-market

HubSpot Marketing Hub36%ContestedStanding →Enterprise

Adobe Marketo Engage22%ContestedThis page

01The 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

Adobe Marketo Engage19%26accepted challenger

Salesforce Marketing Cloud32%38criticized challenger

BigCommerce23%26accepted challenger

Shopify20%30accepted challenger

Adobe Commerce20%25accepted challenger

HubSpot Marketing Hub38%32criticized challenger

Klaviyo12%26accepted challenger

SAP Commerce Cloud12%16accepted challenger

Salesforce Commerce Cloud23%22accepted challenger

Show the three products at 0%, ordered by negative rate

Iterable25%12criticized challenger

Braze21%19accepted challenger

commercetools18%17accepted challenger

Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its vendor page.

Head to head

HubSpot Marketing Hub vs Klaviyo HubSpot Marketing Hub vs Omnisend Klaviyo vs Omnisend

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 →

Accepted challengerEndorsed leader

0%First-choice share → · lines at 30% share and 25% negative40%

Key

Adobe Marketo Engage22%

Salesforce Marketing Cloud18%

BigCommerce9%

Shopify7%

Adobe Commerce7%

HubSpot Marketing Hub7%

Klaviyo4%

SAP Commerce Cloud2%

Salesforce Commerce Cloud2%

Braze0%

commercetools0%

Iterable0%

02What 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 Hub

38%

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 Cloud

32%

12 of 38 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

BigCommerce

23%

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

Shopify

20%

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

03What they cite

Citations exist only for the models that return a source list: four of the twelve in this edition, and all six flagship models on the expanded tier.

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. 5 of those lists are Google grounding redirects that name no site and are left out of the counts. 199 links across 129 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.

virtocommerce.com

7 answers · 7 citations · 2 models

shopify.com

vendor site · Shopify6 answers · 7 citations · 2 models

bigcommerce.com

vendor site · BigCommerce6 answers · 6 citations · 3 models

elasticpath.com

vendor site · Elastic Path4 answers · 4 citations · 1 model

improvado.io

vendor site · Improvado4 answers · 4 citations · 2 models

sparklayer.io

vendor site · SparkLayer3 answers · 4 citations · 2 models

bitcot.com

3 answers · 3 citations · 2 models

blog.hubspot.com

vendor site · HubSpot3 answers · 3 citations · 2 models

clarity-ventures.com

3 answers · 3 citations · 2 models

ontapgroup.com

3 answers · 3 citations · 2 models

oroinc.com

3 answers · 3 citations · 2 models

elogic.co

2 answers · 5 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.

elasticpath.com/blog/best-enterprise-ecommerce-platforms

4 answers · 1 model

improvado.io/blog/top-enterprise-marketing-platforms

4 answers · 2 models

virtocommerce.com/blog/enterprise-ecommerce-platforms

4 answers · 2 models

bigcommerce.com/articles/ecommerce/enterprise-ecommerce-platforms

3 answers · 2 models

bitcot.com/enterprise-ecommerce-platforms

3 answers · 2 models

clarity-ventures.com/ecommerce/enterprise-ecommerce-solutions-guide

3 answers · 2 models

ontapgroup.com/blog/enterprise-ecommerce-platforms

3 answers · 2 models

oroinc.com/b2b-ecommerce/blog/enterprise-b2b-ecommerce-platforms

3 answers · 2 models

shopify.com/enterprise/blog/b2b-ecommerce-platforms

3 answers · 2 models

sparklayer.io/best-enterprise-ecommerce-platforms

3 answers · 2 models

04How 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.

ModelDirect“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 Cloud

Three alternatives

BigCommerce, Salesforce B2B Commerce, commercetools

no first choiceChangedno first choiceElastic Path

Two alternatives

Adobe Marketo Engage, Klaviyo

against: Salesforce Marketing Cloudno first choiceagainst: Amazon Ads, Google, Meta, Shopify

GPT-5.4 miniAdobe Commerce

Two alternatives

SAP Commerce Cloud, Salesforce B2B Commerce

Salesforce Marketing Cloud / Salesforce B2B Marketing AutomationChanged

Two alternatives

Adobe Marketo Engage, HubSpot Marketing Hub

Adobe Commerce + Adobe Experience Cloud

Four alternatives

Bloomreach, Oracle Commerce + Oracle Marketing / CDP, SAP Commerce Cloud, Salesforce Commerce Cloud + Marketing Cloud / Data Cloud

against: KlaviyoBigCommerceagainst: HubSpot Marketing Hub, Salesforce Marketing Cloud, Salesforce Marketing Cloud Account Engagementno first choiceagainst: Salesforce B2C Commerce, Salesforce Marketing Cloud

Gemini 3.5 FlashAdobe Marketo Engage, Salesforce Marketing Cloud, Salesforce Marketing Cloud Account Engagement

Six alternatives

Adobe Commerce, HubSpot Marketing Hub, Klaviyo, OroCommerce, Salesforce B2B Commerce, Shopify

Salesforce Marketing CloudChanged

Two alternatives

Adobe Marketo Engage, HubSpot Marketing Hub

no first choice

Seven alternatives

Adobe Experience Cloud, Bloomreach, Braze, Insider, Iterable, Klaviyo, Salesforce Marketing Cloud

Emma

Three alternatives

Braze, GoHighLevel, Iterable

against: 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

Perplexity SonarSalesforce Marketing Cloud

Two alternatives

Adobe Commerce, Adobe Marketo Engage

against: BigCommerce, ShopifyAdobe Marketo EngageChanged

Four alternatives

6sense, Demandbase, HubSpot Marketing Hub, Salesforce Marketing Cloud

no first choice

Eleven alternatives

Adobe Commerce, Adobe Experience Cloud, BigCommerce, Bloomreach, Braze, Oracle CX Commerce, SAP Commerce Cloud, Salesforce Commerce Cloud, Salesforce Marketing Cloud, Shopify, commercetools

against: HubSpot Marketing HubBigCommerce

One alternative

Shopify

against: Salesforce Commerce Cloudno first choiceagainst: Adobe Marketo Engage, WooCommerce

Grok 4.1 FastAdobe Marketo Engage

Two alternatives

HubSpot Marketing Hub, Salesforce Marketing Cloud

Adobe Marketo EngageHeld

Two alternatives

HubSpot Marketing Hub, Salesforce Marketing Cloud Account Engagement

against: Salesforce Marketing Cloudno first choiceKlaviyo

One alternative

HubSpot Marketing Hub

against: Braze, Iterable, Salesforce Marketing Cloudno first choiceagainst: ActiveCampaign, BigCommerce, Drip, HubSpot Marketing Hub, Klaviyo, Mailchimp, Omnisend, Shopify

Mistral SmallAdobe Commerce (Magento) + Adobe Experience Cloud

Nine alternatives

Adobe Marketo Engage, BigCommerce, Klaviyo, Optimizely CMS, OroCommerce, SAP Commerce Cloud, Salesforce Commerce Cloud, Salesforce Marketing Cloud, Shopify Plus with B2B Layer

HubSpot Marketing HubChanged

Three alternatives

Adobe Marketo Engage, Salesforce Marketing Cloud, Salesforce Marketing Cloud Account Engagement

Klaviyo

Ten alternatives

Adobe Commerce, Braze, Elastic Path Composable Commerce, Iterable, Omnisend, Salesforce Commerce Cloud, Salesforce Marketing Cloud, Shopify, VTEX, commercetools

Elastic Path Composable Commerce

Two alternatives

BigCommerce, Shopify

against: Adobe Commerce, SAP Commerce Cloud, Salesforce Commerce Cloudno first choiceagainst: Adobe Commerce, BigCommerce, Volusion, Wix eCommerce

DeepSeek V4 FlashAdobe Commerce

Six alternatives

BigCommerce B2B Edition, SAP Commerce Cloud, Salesforce B2B Commerce Cloud, Shopify, Spryker, commercetools

against: SAP HybrisSalesforce Marketing CloudChanged

Five alternatives

6sense, Adobe Marketo Engage, Demandbase, Hightouch, Segment

against: HubSpot Marketing Hub, Oracle EloquaBloomreach, Klaviyo

Four alternatives

Braze, Insider, Omnisend, SAP Emarsys

against: Salesforce Marketing CloudKlaviyo

One alternative

Elastic Path

against: 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, Volusion, Weebly, Wix, WooCommerce

Llama 4 MaverickSalesforce Marketing Cloud

Three alternatives

Elogic Commerce, Shopify, SparkLayer

Adobe Marketo Engage, HubSpot Marketing HubChanged

Three alternatives

Apollo.io, Dreamdata, ZoomInfo

no first choice

Four alternatives

Adobe Commerce, BigCommerce, Salesforce Commerce Cloud, Shopify

BigCommerce, Shopifyno first choicenothing named

Qwen 3.7 FlashAdobe Marketo Engage

Seven alternatives

Adobe Commerce, HubSpot Marketing Hub, Oracle Eloqua, Salesforce Commerce Cloud, Salesforce Marketing Cloud Account Engagement, Shopify, commercetools

Salesforce Marketing CloudChanged

Four alternatives

Adobe Experience Cloud, Commerce Cloud, HubSpot Marketing Hub, Salesforce CRM

Klaviyo

Twelve alternatives

ActiveCampaign, Adobe Commerce, BigCommerce, Braze, Elastic Path, Omnisend, SAP Commerce Cloud, Salesforce Commerce Cloud, Salesforce Marketing Cloud, Shopify, Spryker, commercetools

BigCommerce, Shopify

Two alternatives

Iterable, Klaviyo

against: Adobe Commerce, Salesforce B2Cno first choiceagainst: HubSpot Marketing Hub, Mailchimp, Squarespace, Webflow, Wix

Kimi K2Adobe Commerce (Magento) + Adobe Experience Cloud, Salesforce Commerce Cloud

Three alternatives

Adobe Marketo Engage, SAP Commerce Cloud, Salesforce Marketing Cloud Account Engagement

Adobe Marketo EngageChanged

Four alternatives

Adobe Commerce, Klaviyo, Salesforce Commerce Cloud, Salesforce Marketing Cloud

against: HubSpot Marketing HubShopify

Eight alternatives

Adobe Commerce, BigCommerce, Elastic Path, SAP Commerce Cloud, Salesforce Commerce Cloud, Spryker, VTEX, commercetools

Salesforce Marketing Cloud

One alternative

Maestra

against: 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

GLM 4.7 FlashXBloomreach, Insider

Two alternatives

Adobe Commerce, Shopify

Adobe Marketo EngageChanged

One alternative

HubSpot Marketing Hub

against: Salesforce Marketing CloudKlaviyo

Five alternatives

Braze, Customer.io, Insider, MoEngage, Netcore.ai

HubSpot Marketing Hub

One alternative

Klaviyo

against: 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

MiniMax M2.5Adobe Marketo Engage

Two alternatives

HubSpot Marketing Hub, Salesforce Marketing Cloud Account Engagement

Adobe Marketo Engage, Salesforce Marketing CloudChanged

One alternative

Braze

Bloomreach, Insider

Four alternatives

AB Tasty, Adobe Experience Cloud, Dynamic Yield, Salesforce Marketing Cloud

Shopify

Three alternatives

GoHighLevel, Salesforce Commerce Cloud, Salesforce Marketing Cloud

no first choiceagainst: Adobe Commerce, BigCommerce, Salesforce Commerce Cloud, Shift4Shop, Shopify, Squarespace, Volusion, Wix eCommerce, commercetools, osCommerce

Bold is the first choiceAlternatives are counted; the count opens them.What the answer argued against

05The 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

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 4.1 Fast	`spacexai/grok-4.1-fast-non-reasoning via vertex`	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 4.1 Fast	`spacexai/grok-4.1-fast-non-reasoning via vertex`	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 4.1 Fast	`spacexai/grok-4.1-fast-non-reasoning via vertex`	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 4.1 Fast	`spacexai/grok-4.1-fast-non-reasoning via vertex`	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 4.1 Fast	`spacexai/grok-4.1-fast-non-reasoning via vertex`	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 4.1 Fast	`spacexai/grok-4.1-fast-non-reasoning via vertex`	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.

Category-scoped readings

Adobe read as Adobe Journey Optimizer

Amazon read as Amazon Ads

HubSpot read as HubSpot Marketing Hub

HubSpot (Marketing Hub) read as HubSpot Marketing Hub

TikTok read as TikTok Ads

Unresolved, counted raw

Adobe Commerce + Adobe Experience Cloud

Adobe Experience Cloud

Elogic Commerce

Google

HubSpot for B2B

Magento Commerce

Ecommerce marketing for enterprise buyers

By buyer segment

01The standing

Recommended versus criticized

02What they warned about

03What they cite

Sites the answers cite

Pages the answers cite

04How they answered

05The record

Normalization in this category

Also in marketing