Index › Marketing › Marketing automation › Enterprise › September 2026 Edition

Marketing automation and campaign management for enterprise buyers

Asked as “marketing automation platform”, and as “marketing automation and campaign management tool”, on behalf of an enterprise B2B company. 46 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.

Standing

Adobe Marketo Engage

Clear leader

57% of first choices, clear leader.

ShowinginAll 73 categories →

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

ActiveCampaign51%Clear leaderStanding →Mid-market

HubSpot Marketing Hub55%Clear leaderStanding →Enterprise

Adobe Marketo Engage57%Clear leaderThis 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 Engage23%61endorsed leader

Salesforce Marketing Cloud29%45criticized challenger

HubSpot Marketing Hub34%62criticized challenger

Salesforce Marketing Cloud Account Engagement29%38criticized challenger

Oracle Eloqua22%50accepted challenger

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

ActiveCampaign43%23criticized challenger

Klaviyo36%11criticized challenger

Braze17%23accepted challenger

Iterable7%15accepted 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 Brevo HubSpot Marketing Hub vs ActiveCampaign Brevo vs ActiveCampaign

One product takes 57% of first choices here, so the chart would put eight markers in one corner and one at the far edge. The two measurements it plots are columns in the standing above: share, and the negative label rate. Five products carry a negative rate above 25% in this category. Jump to the standing

02What they warned about

Four of twelve models held their first choice under the paraphrase. Claude Haiku 4.5, Gemini 3.5 Flash, Grok 4.1 Fast, Mistral Small, Llama 4 Maverick, Qwen 3.7 Flash, 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

34%

21 of 62 labels negative · 11 of 12 models · 3 hard negative

“platforms like **HubSpot** recently shifted to a strict seat-based pricing model... $75,000 per month ($900,000 per year) just in seat licensing” Gemini 3.5 Flash, budget prompt

Oracle Eloqua

22%

11 of 50 labels negative · 10 of 12 models · 3 hard negative

“one comparison specifically says to avoid it unless you already have an Eloqua environment” Perplexity Sonar, negative prompt

Adobe Marketo Engage

23%

14 of 61 labels negative · 10 of 12 models · 1 hard negative

“Quote-based pricing with no transparency; Growth tier caps at 10 users; costs scale unpredictably” Kimi K2, budget prompt

Salesforce Marketing Cloud

29%

13 of 45 labels negative · 9 of 12 models · 4 hard negative

“it is **highly unpredictable** when looking for flat-rate, predictable total cost of ownership” Gemini 3.5 Flash, budget 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. 212 links across 109 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.

insiderone.com

8 answers · 13 citations · 2 models

ventureharbour.com

8 answers · 11 citations · 2 models

gartner.com

vendor site · Gartner7 answers · 13 citations · 3 models

improvado.io

vendor site · Improvado7 answers · 8 citations · 2 models

toolradar.com

5 answers · 6 citations · 2 models

digitalapplied.com

5 answers · 5 citations · 2 models

drip.com

vendor site · Drip5 answers · 5 citations · 1 model

maestra.io

vendor site · Maestra4 answers · 5 citations · 2 models

klaviyo.com

vendor site · Klaviyo4 answers · 4 citations · 1 model

prometheusagency.co

4 answers · 4 citations · 2 models

brevo.com

vendor site · Brevo3 answers · 4 citations · 2 models

cio.economictimes.indiatimes.com

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.

gartner.com/reviews/market/b2b-marketing-automation-platforms

6 answers · 3 models

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

6 answers · 2 models

insiderone.com/best-marketing-automation-tools-smbs-enterprises

6 answers · 2 models

ventureharbour.com/marketing-automation-software

6 answers · 2 models

digitalapplied.com/blog/marketing-automation-platform-comparison-2026

5 answers · 2 models

drip.com/blog/best-marketing-automation-platforms

5 answers · 1 model

insiderone.com/best-enterprise-marketing-automation-tools

5 answers · 2 models

ventureharbour.com/top-enterprise-email-marketing-automation-crm

5 answers · 1 model

prometheusagency.co/insights/top-marketing-automation-platforms

4 answers · 2 models

toolradar.com/guides/best-marketing-automation-software

4 answers · 1 model

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 marketing automation platform for an enterprise B2B company?”Paraphrase“Which marketing automation and campaign management tool would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade marketing automation platforms and how do they differ?”Budget-constrained“What is the best marketing automation 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 a marketing automation platform. What should we look at?”Negative“Which marketing automation platforms should a large enterprise avoid or be cautious about?”

Claude Haiku 4.5no first choiceAdobe Marketo EngageChanged

Two alternatives

ActiveCampaign, Salesforce Marketing Cloud Account Engagement

no first choice

Four alternatives

Adobe Experience Cloud, Braze, HubSpot Marketing Hub, Salesforce Marketing Cloud

against: Adobe Marketo Engage, Oracle EloquaMaestra

Four alternatives

Brevo, Customer.io, HighLevel, Knock

against: ActiveCampaign, HubSpot Marketing Hub, Klaviyono first choiceagainst: ActiveCampaign, Braze, HubSpot Marketing Hub

GPT-5.4 miniAdobe Marketo Engage

Two alternatives

Oracle Eloqua, Salesforce Marketing Cloud Account Engagement

against: HubSpot Marketing HubAdobe Marketo EngageHeld

Two alternatives

Oracle Eloqua, Salesforce Marketing Cloud Account Engagement

against: HubSpot Marketing Hubno first choiceAdobe Marketo Engageagainst: Salesforce Marketing Cloud Account Engagementno first choiceagainst: Constant Contact, Mailchimp

Gemini 3.5 FlashAdobe Marketo Engage, HubSpot Marketing Hub

One alternative

Salesforce Marketing Cloud Account Engagement

against: Oracle EloquaAdobe Marketo EngageChanged

Three alternatives

HubSpot Marketing Hub, Oracle Eloqua, Salesforce Marketing Cloud Account Engagement

Adobe Marketo Engage, Braze, HubSpot Marketing Hub, Salesforce Marketing Cloud

Two alternatives

Oracle Eloqua, Salesforce Marketing Cloud Account Engagement

Adobe Marketo Engage

Three alternatives

Act-On, Brevo, Mautic

against: HubSpot Marketing Hub, Salesforce Marketing CloudAdobe Marketo Engage

Three alternatives

Oracle Eloqua, Salesforce Marketing Cloud, Salesforce Marketing Cloud Account Engagement

against: HubSpot Marketing Hubagainst: ActiveCampaign, Adobe Marketo Engage, HubSpot Marketing Hub, Klaviyo, Mailchimp, Oracle Eloqua / Responsys, Salesforce Marketing Cloud, Salesforce Marketing Cloud Account Engagement

Perplexity SonarAdobe Marketo Engage

Three alternatives

HubSpot Marketing Hub, Oracle Eloqua, Salesforce Marketing Cloud

Adobe Marketo EngageHeld

Three alternatives

6sense, Oracle Eloqua, Salesforce Marketing Cloud Account Engagement

against: ActiveCampaign, HubSpot Marketing Hubno first choiceAdobe Campaign

Two alternatives

Adobe Marketo Engage, Salesforce Marketing Cloud

against: HubSpot Marketing Hubno first choiceagainst: ActiveCampaign, Adobe Marketo Engage, Brevo, Constant Contact, HubSpot Marketing Hub, Mailchimp, Oracle Eloqua, Salesforce Marketing Cloud, Salesforce Marketing Cloud Account Engagement

Grok 4.1 FastAdobe Marketo Engage, Salesforce Marketing Cloud Account Engagement

Four alternatives

ActiveCampaign, HubSpot Marketing Hub, Microsoft Dynamics 365 Sales, Oracle Eloqua

Adobe Marketo EngageChanged

Two alternatives

Oracle Eloqua, Salesforce Marketing Cloud Account Engagement

against: HubSpot Marketing Hubno first choiceHubSpot Marketing Hub

One alternative

ActiveCampaign

against: Adobe Marketo Engage, GoHighLevel Unlimited, Oracle Eloqua, Salesforce Pardot/MCAdobe Marketo Engage, Salesforce Marketing Cloud

Three alternatives

Braze, HubSpot Marketing Hub, Oracle Eloqua

against: ActiveCampaignagainst: Adobe Marketo Engage, HubSpot Marketing Hub, Microsoft Dynamics 365 Marketing, Oracle Eloqua, Salesforce Marketing Cloud, Salesforce Marketing Cloud Account Engagement

Mistral SmallAdobe Marketo Engage

Four alternatives

ActiveCampaign, HubSpot Marketing Hub, Oracle Eloqua, Salesforce Marketing Cloud Account Engagement

Salesforce Marketing Cloud Account EngagementChanged

Two alternatives

Adobe Marketo Engage, HubSpot Marketing Hub

Salesforce Marketing Cloud

Six alternatives

Adobe Experience Cloud, Braze, HubSpot Marketing Hub, Klaviyo, Microsoft Dynamics 365 Marketing, Oracle Eloqua

HubSpot Marketing Hub

Two alternatives

ActiveCampaign, Adobe Marketo Engage

against: Salesforce Marketing Cloudno first choiceagainst: Act-On, IBM Watson Marketing, Klaviyo, Mailchimp, Oracle Eloqua, Salesforce Marketing Cloud, SharpSpring

DeepSeek V4 FlashAdobe Marketo Engage

Three alternatives

HubSpot Marketing Hub, Oracle Eloqua, Salesforce Marketing Cloud Account Engagement

Adobe Marketo EngageHeld

Two alternatives

Oracle Eloqua, Salesforce Marketing Cloud Account Engagement

against: HubSpot Marketing HubAdobe Marketo Engage, Salesforce Marketing Cloud

Four alternatives

Braze, HubSpot Marketing Hub, Oracle Eloqua, SFMC Account Engagement

HubSpot Marketing Hub

One alternative

GoHighLevel

against: Adobe Marketo Engage, Salesforce Marketing Cloudno first choiceagainst: HubSpot Marketing Hubagainst: ActiveCampaign, Adobe Campaign, Adobe Marketo Engage, Braze, Brevo, Constant Contact, HubSpot Marketing Hub, Klaviyo, Mailchimp, Oracle Eloqua, Salesforce Marketing Cloud, Salesforce Marketing Cloud Account Engagement

Llama 4 MaverickAdobe Marketo Engage

Three alternatives

ActiveCampaign, HubSpot Marketing Hub, Salesforce Marketing Cloud

Salesforce Marketing CloudChanged

One alternative

HubSpot Marketing Hub

no first choiceSalesforce Marketing Cloud

Eight alternatives

ActiveCampaign, Adobe Marketo Engage, Braze, Customer.io, HubSpot Marketing Hub, Iterable, Klaviyo, Oracle Eloqua

no first choiceagainst: Adobe Experience Cloud, Adobe Marketo Engage, HubSpot Marketing Hub, Oracle Eloqua, Salesforce Marketing Cloud, Salesforce Marketing Cloud Account Engagement

Qwen 3.7 FlashAdobe Marketo Engage

Three alternatives

HubSpot Marketing Hub, Salesforce Marketing Cloud, Salesforce Marketing Cloud Account Engagement

against: Oracle EloquaOracle EloquaChanged

Two alternatives

Adobe Marketo Engage, Salesforce Marketing Cloud

Salesforce Marketing Cloud

Three alternatives

Adobe Experience Cloud, Adobe Marketo Engage, SAP Emarsys

Adobe Marketo Engage

Two alternatives

Oracle Eloqua, Salesforce Marketing Cloud

against: ActiveCampaign, HubSpot Marketing Hub, Mailgun, SendGridno first choiceagainst: Adobe Marketo Engage, Braze, HubSpot Marketing Hub, Salesforce Marketing Cloud

Kimi K2Adobe Marketo Engage

One alternative

HubSpot Marketing Hub

against: Salesforce Marketing Cloud Account EngagementAdobe Marketo EngageHeld

Three alternatives

HubSpot Marketing Hub, Oracle Eloqua, Salesforce Marketing Cloud

Adobe Marketo Engage, Salesforce Marketing Cloud

Three alternatives

Braze, HubSpot Marketing Hub, SAP Emarsys

against: Oracle Marketing CloudHubSpot Marketing Hub

One alternative

Oracle Eloqua

against: Adobe Marketo Engage, Braze, Iterable, Salesforce Marketing Cloud, Salesforce Marketing Cloud Account EngagementAdobe Marketo Engage, Salesforce Marketing Cloud

Three alternatives

Braze, HubSpot Marketing Hub, Oracle Eloqua

against: AWeber, ActiveCampaign, Adobe Campaign, Adobe Marketo Engage, Constant Contact, HubSpot Marketing Hub, Mailchimp, Oracle Eloqua, Salesforce Marketing Cloud Account Engagement, SendGrid

GLM 4.7 FlashXAdobe Marketo Engage

Three alternatives

Oracle Eloqua, Salesforce Marketing Cloud, Salesforce Marketing Cloud Account Engagement

Salesforce Marketing CloudChanged

Three alternatives

Adobe Marketo Engage, HubSpot Marketing Hub, Oracle Eloqua

no first choiceHubSpot Marketing Hub

One alternative

ActiveCampaign

against: Adobe Marketo Engage, Oracle Eloqua, Salesforce Marketing Cloudno first choiceagainst: AWeber, ActiveCampaign, Adobe Marketo Engage, Campaign Monitor, Constant Contact, GetResponse, HubSpot Marketing Hub, Mailchimp, Moosend, Salesforce Marketing Cloud, Salesforce Marketing Cloud Account Engagement

MiniMax M2.5Adobe Marketo Engage

Two alternatives

HubSpot Marketing Hub, Salesforce Marketing Cloud Account Engagement

Adobe Marketo Engage, Salesforce Marketing CloudChanged

Two alternatives

HubSpot Marketing Hub, Oracle Eloqua

no first choiceMautic

Four alternatives

Adobe Marketo Engage, Brevo, HubSpot Marketing Hub, Salesforce Marketing Cloud

against: HighLevelAdobe Marketo Engage, HubSpot Marketing Hub, Salesforce Marketing Cloud

Four alternatives

Braze, Iterable, Oracle Eloqua, Salesforce Marketing Cloud Account Engagement

against: Adobe Marketo Engage, Brevo, Drip, HubSpot Marketing Hub, Kit, Mailchimp, Omnisend, Salesforce Marketing Cloud Account Engagement

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`	2026-09-15 05:04	no	0	4 s
Direct recommendation	GPT-5.4 mini	`gpt-5.4-mini-2026-03-17`	2026-09-14 23:57	yes	6	5 s
Direct recommendation	Gemini 3.5 Flash	`gemini-3.5-flash`	2026-09-15 02:35	yes	19	22 s
Direct recommendation	Perplexity Sonar	`sonar`	2026-09-15 00:00	yes	20	6 s
Direct recommendation	Grok 4.1 Fast	`spacexai/grok-4.1-fast-non-reasoning via vertex`	2026-09-15 04:59	yes	0	8 s
Direct recommendation	Mistral Small	`mistral/mistral-small via mistral`	2026-09-15 03:17	yes	0	9 s
Direct recommendation	DeepSeek V4 Flash	`deepseek/deepseek-v4-flash via deepinfra`	2026-09-15 02:31	yes	0	32 s
Direct recommendation	Llama 4 Maverick	`meta/llama-4-maverick via bedrock`	2026-09-14 22:54	yes	0	2 s
Direct recommendation	Qwen 3.7 Flash	`alibaba/qwen3.7-flash via alibaba`	2026-09-15 01:03	yes	0	27 s
Direct recommendation	Kimi K2	`moonshotai/kimi-k2 via novita`	2026-09-15 03:54	yes	0	37 s
Direct recommendation	GLM 4.7 FlashX	`zai/glm-4.7-flashx via zai`	2026-09-15 04:02	yes	0	28 s
Direct recommendation	MiniMax M2.5	`minimax/minimax-m2.5 via minimax`	2026-09-15 01:25	yes	0	19 s
Paraphrase	Claude Haiku 4.5	`claude-haiku-4-5-20251001`	2026-09-15 01:32	yes	14	9 s
Paraphrase	GPT-5.4 mini	`gpt-5.4-mini-2026-03-17`	2026-09-15 04:52	yes	2	5 s
Paraphrase	Gemini 3.5 Flash	`gemini-3.5-flash`	2026-09-14 23:50	yes	7	21 s
Paraphrase	Perplexity Sonar	`sonar`	2026-09-15 02:24	yes	20	5 s
Paraphrase	Grok 4.1 Fast	`spacexai/grok-4.1-fast-non-reasoning via vertex`	2026-09-15 01:34	yes	0	9 s
Paraphrase	Mistral Small	`mistral/mistral-small via mistral`	2026-09-15 04:30	no	0	5 s
Paraphrase	DeepSeek V4 Flash	`deepseek/deepseek-v4-flash via deepinfra`	2026-09-14 23:54	yes	0	28 s
Paraphrase	Llama 4 Maverick	`meta/llama-4-maverick via bedrock`	2026-09-15 04:09	yes	0	1 s
Paraphrase	Qwen 3.7 Flash	`alibaba/qwen3.7-flash via alibaba`	2026-09-15 00:54	yes	0	24 s
Paraphrase	Kimi K2	`moonshotai/kimi-k2 via novita`	2026-09-15 00:11	yes	0	39 s
Paraphrase	GLM 4.7 FlashX	`zai/glm-4.7-flashx via zai`	2026-09-15 02:12	yes	0	30 s
Paraphrase	MiniMax M2.5	`minimax/minimax-m2.5 via minimax`	2026-09-15 03:02	yes	0	17 s
Comparative	Claude Haiku 4.5	`claude-haiku-4-5-20251001`	2026-09-15 03:07	yes	12	10 s
Comparative	GPT-5.4 mini	`gpt-5.4-mini-2026-03-17`	2026-09-15 03:17	yes	5	8 s
Comparative	Gemini 3.5 Flash	`gemini-3.5-flash`	2026-09-15 00:52	yes	26	27 s
Comparative	Perplexity Sonar	`sonar`	2026-09-15 00:03	yes	19	23 s
Comparative	Grok 4.1 Fast	`spacexai/grok-4.1-fast-non-reasoning via vertex`	2026-09-15 02:30	yes	0	8 s
Comparative	Mistral Small	`mistral/mistral-small via mistral`	2026-09-15 01:59	yes	0	8 s
Comparative	DeepSeek V4 Flash	`deepseek/deepseek-v4-flash via deepinfra`	2026-09-15 00:10	yes	0	42 s
Comparative	Llama 4 Maverick	`meta/llama-4-maverick via bedrock`	2026-09-15 04:42	yes	0	2 s
Comparative	Qwen 3.7 Flash	`alibaba/qwen3.7-flash via alibaba`	2026-09-15 00:32	no	0	40 s
Comparative	Kimi K2	`moonshotai/kimi-k2 via novita`	2026-09-15 04:51	yes	0	38 s
Comparative	GLM 4.7 FlashX	`zai/glm-4.7-flashx via zai`	2026-09-15 01:40	yes	0	126 s
Comparative	MiniMax M2.5	`minimax/minimax-m2.5 via minimax`	2026-09-15 02:19	yes	0	13 s
Budget constrained	Claude Haiku 4.5	`claude-haiku-4-5-20251001`	2026-09-15 00:07	yes	16	8 s
Budget constrained	GPT-5.4 mini	`gpt-5.4-mini-2026-03-17`	2026-09-15 01:41	yes	2	4 s
Budget constrained	Gemini 3.5 Flash	`gemini-3.5-flash`	2026-09-15 02:29	yes	15	26 s
Budget constrained	Perplexity Sonar	`sonar`	2026-09-14 23:25	yes	20	7 s
Budget constrained	Grok 4.1 Fast	`spacexai/grok-4.1-fast-non-reasoning via vertex`	2026-09-14 23:38	yes	0	9 s
Budget constrained	Mistral Small	`mistral/mistral-small via mistral`	2026-09-15 03:34	yes	0	8 s
Budget constrained	DeepSeek V4 Flash	`deepseek/deepseek-v4-flash via deepinfra`	2026-09-15 00:47	yes	0	69 s
Budget constrained	Llama 4 Maverick	`meta/llama-4-maverick via bedrock`	2026-09-15 02:26	yes	0	2 s
Budget constrained	Qwen 3.7 Flash	`alibaba/qwen3.7-flash via alibaba`	2026-09-15 02:06	no	0	41 s
Budget constrained	Kimi K2	`moonshotai/kimi-k2 via novita`	2026-09-15 01:35	yes	0	36 s
Budget constrained	GLM 4.7 FlashX	`zai/glm-4.7-flashx via zai`	2026-09-15 02:48	yes	0	146 s
Budget constrained	MiniMax M2.5	`minimax/minimax-m2.5 via minimax`	2026-09-15 04:09	yes	0	75 s
Scale constrained	Claude Haiku 4.5	`claude-haiku-4-5-20251001`	2026-09-14 23:22	yes	17	11 s
Scale constrained	GPT-5.4 mini	`gpt-5.4-mini-2026-03-17`	2026-09-15 01:47	no	0	8 s
Scale constrained	Gemini 3.5 Flash	`gemini-3.5-flash`	2026-09-15 01:57	no	0	17 s
Scale constrained	Perplexity Sonar	`sonar`	2026-09-15 04:25	yes	20	12 s
Scale constrained	Grok 4.1 Fast	`spacexai/grok-4.1-fast-non-reasoning via vertex`	2026-09-14 23:56	yes	0	9 s
Scale constrained	Mistral Small	`mistral/mistral-small via mistral`	2026-09-15 03:41	no	0	6 s
Scale constrained	DeepSeek V4 Flash	`deepseek/deepseek-v4-flash via fireworks`	2026-09-15 03:58	yes	0	21 s
Scale constrained	Llama 4 Maverick	`meta/llama-4-maverick via bedrock`	2026-09-15 04:45	yes	0	1 s
Scale constrained	Qwen 3.7 Flash	`alibaba/qwen3.7-flash via alibaba`	2026-09-15 04:31	no	0	40 s
Scale constrained	Kimi K2	`moonshotai/kimi-k2 via novita`	2026-09-15 02:58	yes	0	57 s
Scale constrained	GLM 4.7 FlashX	`zai/glm-4.7-flashx via zai`	2026-09-15 01:58	yes	0	48 s
Scale constrained	MiniMax M2.5	`minimax/minimax-m2.5 via minimax`	2026-09-15 04:07	yes	0	30 s
Negative framing	Claude Haiku 4.5	`claude-haiku-4-5-20251001`	2026-09-14 23:01	yes	14	11 s
Negative framing	GPT-5.4 mini	`gpt-5.4-mini-2026-03-17`	2026-09-15 03:07	yes	5	6 s
Negative framing	Gemini 3.5 Flash	`gemini-3.5-flash`	2026-09-15 04:31	yes	8	28 s
Negative framing	Perplexity Sonar	`sonar`	2026-09-15 00:19	yes	20	8 s
Negative framing	Grok 4.1 Fast	`spacexai/grok-4.1-fast-non-reasoning via vertex`	2026-09-14 23:32	yes	0	12 s
Negative framing	Mistral Small	`mistral/mistral-small via mistral`	2026-09-14 23:16	yes	0	8 s
Negative framing	DeepSeek V4 Flash	`deepseek/deepseek-v4-flash via deepinfra`	2026-09-14 23:22	yes	0	60 s
Negative framing	Llama 4 Maverick	`meta/llama-4-maverick via bedrock`	2026-09-15 03:06	yes	0	4 s
Negative framing	Qwen 3.7 Flash	`alibaba/qwen3.7-flash via alibaba`	2026-09-14 23:39	yes	0	30 s
Negative framing	Kimi K2	`moonshotai/kimi-k2 via novita`	2026-09-15 03:54	yes	0	54 s
Negative framing	GLM 4.7 FlashX	`zai/glm-4.7-flashx via zai`	2026-09-15 03:40	yes	0	159 s
Negative framing	MiniMax M2.5	`minimax/minimax-m2.5 via minimax`	2026-09-15 02:58	yes	0	31 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

HubSpot read as HubSpot Marketing Hub

HubSpot (Enterprise) read as HubSpot Marketing Hub

HubSpot (Marketing Hub Enterprise) read as HubSpot Marketing Hub

Salesforce read as Salesforce Marketing Cloud Account Engagement

Unresolved, counted raw

Adobe Experience Cloud

Adobe Experience Cloud (AEC)

Adobe Experience Cloud (Marketo Engage + Experience Platform)

GoHighLevel Unlimited

IBM Watson Marketing

Oracle Eloqua / Responsys

SFMC Account Engagement (formerly Pardot)

Salesforce Pardot/MC

Discontinued, still offered

No shut-down product was recommended here.

Marketing automation and campaign management for enterprise buyers

By buyer segment

01The standing

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