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.
Gane, the publisher, sells software in this category. Every product here is measured by the same method as in every other category. How the conflict is handled.
Standing · first-choice share
57%
Clear leader
57Adobe Marketo Engage15HubSpot Marketing Hub15Salesforce Marketing Cloud13others
57% of first choices, clear leader.
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 four 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 BrevoHubSpot Marketing Hub vs ActiveCampaignHubSpot Marketing Hub vs Adobe Marketo Engage
Head-to-head pages are published for mid-market buyers, so these open on mid-market figures, not enterprise.All six head-to-head pages: the top four products, each against each
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.
What they warned about
Four of twelve models held their first choice under the paraphrase. Claude Haiku 4.5, Gemini 3.5 Flash, Grok 4.20, 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 Hub34%
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 Eloqua24%
12 of 51 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 Engage23%
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 Cloud29%
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
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. 287 links across 144 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 · InsiderOne10 answers · 16 citations · 3 models
9 answers · 12 citations · 3 models
vendor site · Improvado9 answers · 10 citations · 3 models
vendor site · Gartner8 answers · 15 citations · 4 models
vendor site · Drip7 answers · 7 citations · 2 models
6 answers · 6 citations · 3 models
6 answers · 6 citations · 3 models
5 answers · 6 citations · 2 models
5 answers · 5 citations · 2 models
vendor site · MarketBetter5 answers · 5 citations · 3 models
vendor site · Brevo4 answers · 5 citations · 3 models
vendor site · Maestra4 answers · 5 citations · 2 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.
8 answers · 3 models
7 answers · 2 models
7 answers · 4 models
7 answers · 3 models
6 answers · 3 models
6 answers · 3 models
6 answers · 3 models
6 answers · 2 models
6 answers · 2 models
5 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 marketing automation platform”, “marketing automation 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 |
|---|---|---|---|---|---|---|---|
| Adobe parent site Adobe Marketo Engage 57%, Adobe Journey Optimizer 0% | 57% | 311 | 1,220,000 | 117,563 | |||
| Salesforce parent site Salesforce Marketing Cloud 15%, Salesforce Marketing Cloud Account Engagement 4% | 20% | 317 | 550,000 | 60,632 | |||
| HubSpot parent site HubSpot Marketing Hub 15% | 15% | 991 | 368,000 | 9,776 | |||
| Oracle parent site Oracle Eloqua 2% | 2% | 118 | 450,000 | 66,611 | |||
| Acquia mautic.org Mautic 2% | 2% | 12 | 3,600 | 216 | |||
| Maestra maestra.io | 2% | 4 | |||||
| Adobe Campaign adobe.com Adobe Campaign 2%, Adobe Experience Cloud 0% | 2% | 58 | 720 | 69 | 242,010,966 | $9,855 | 119 |
| Braze braze.com | 0% | 540 | 27,100 | 6,395 | 55,552 | $13,112 | 59 |
| Iterable iterable.com | 0% | 136 | 9,900 | 6,286 | 11,545 | $64,478 | 37 |
| Customer.io customer.io | 0% | 218 | 2,900 | 174 | 15,750 | $6,920 | 112 |
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 marketing automation platform” is pipeline.zoominfo.com.
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 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 EngageChangedno first choiceagainst: Adobe Marketo Engage, Oracle EloquaMaestraagainst: ActiveCampaign, HubSpot Marketing Hub, Klaviyono first choiceagainst: ActiveCampaign, Braze, HubSpot Marketing Hub
Two alternatives
ActiveCampaign, Salesforce Marketing Cloud Account EngagementFour alternatives
Adobe Experience Cloud, Braze, HubSpot Marketing Hub, Salesforce Marketing CloudFour alternatives
Brevo, Customer.io, HighLevel, KnockGPT-5.4 miniAdobe Marketo Engageagainst: HubSpot Marketing HubAdobe Marketo EngageHeldagainst: HubSpot Marketing Hubno first choiceAdobe Marketo Engageagainst: Salesforce Marketing Cloud Account Engagementno first choiceagainst: Constant Contact, Mailchimp
Two alternatives
Oracle Eloqua, Salesforce Marketing Cloud Account EngagementTwo alternatives
Oracle Eloqua, Salesforce Marketing Cloud Account EngagementGemini 3.5 FlashAdobe Marketo Engage, HubSpot Marketing Hubagainst: Oracle EloquaAdobe Marketo EngageChangedAdobe Marketo Engage, Braze, HubSpot Marketing Hub, Salesforce Marketing CloudAdobe Marketo Engageagainst: HubSpot Marketing Hub, Salesforce Marketing CloudAdobe Marketo Engageagainst: HubSpot Marketing Hubagainst: ActiveCampaign, Adobe Marketo Engage, HubSpot Marketing Hub, Klaviyo, Mailchimp, Oracle Eloqua, Salesforce Marketing Cloud, Salesforce Marketing Cloud Account Engagement
One alternative
Salesforce Marketing Cloud Account EngagementThree alternatives
HubSpot Marketing Hub, Oracle Eloqua, Salesforce Marketing Cloud Account EngagementTwo alternatives
Oracle Eloqua, Salesforce Marketing Cloud Account EngagementThree alternatives
Act-On, Brevo, MauticThree alternatives
Oracle Eloqua, Salesforce Marketing Cloud, Salesforce Marketing Cloud Account EngagementPerplexity SonarAdobe Marketo EngageAdobe Marketo EngageHeldagainst: ActiveCampaign, HubSpot Marketing Hubno first choiceAdobe Campaignagainst: 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
Three alternatives
HubSpot Marketing Hub, Oracle Eloqua, Salesforce Marketing CloudThree alternatives
6sense, Oracle Eloqua, Salesforce Marketing Cloud Account EngagementTwo alternatives
Adobe Marketo Engage, Salesforce Marketing CloudGrok 4.20Adobe Marketo Engage, Salesforce Marketing Cloud Account EngagementAdobe Marketo EngageChangedagainst: HubSpot Marketing Hubno first choiceHubSpot Marketing Hubagainst: Adobe Marketo Engage, GoHighLevel Unlimited, Oracle Eloqua, Salesforce Marketing Cloud Account EngagementAdobe Marketo Engage, Salesforce Marketing Cloudagainst: ActiveCampaignagainst: Adobe Marketo Engage, HubSpot Marketing Hub, Microsoft Dynamics 365 Marketing, Oracle Eloqua, Salesforce Marketing Cloud, Salesforce Marketing Cloud Account Engagement
Four alternatives
ActiveCampaign, HubSpot Marketing Hub, Microsoft Dynamics 365 Sales, Oracle EloquaTwo alternatives
Oracle Eloqua, Salesforce Marketing Cloud Account EngagementOne alternative
ActiveCampaignThree alternatives
Braze, HubSpot Marketing Hub, Oracle EloquaMistral SmallAdobe Marketo EngageSalesforce Marketing Cloud Account EngagementChangedSalesforce Marketing CloudHubSpot Marketing Hubagainst: Salesforce Marketing Cloudno first choiceagainst: Act-On, IBM Watson Marketing, Klaviyo, Mailchimp, Oracle Eloqua, Salesforce Marketing Cloud, SharpSpring
Four alternatives
ActiveCampaign, HubSpot Marketing Hub, Oracle Eloqua, Salesforce Marketing Cloud Account EngagementTwo alternatives
Adobe Marketo Engage, HubSpot Marketing HubSix alternatives
Adobe Experience Cloud, Braze, HubSpot Marketing Hub, Klaviyo, Microsoft Dynamics 365 Marketing, Oracle EloquaTwo alternatives
ActiveCampaign, Adobe Marketo EngageDeepSeek V4 FlashAdobe Marketo EngageAdobe Marketo EngageHeldagainst: HubSpot Marketing HubAdobe Marketo Engage, Salesforce Marketing CloudHubSpot Marketing Hubagainst: 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
Three alternatives
HubSpot Marketing Hub, Oracle Eloqua, Salesforce Marketing Cloud Account EngagementTwo alternatives
Oracle Eloqua, Salesforce Marketing Cloud Account EngagementFour alternatives
Braze, HubSpot Marketing Hub, Oracle Eloqua, SFMC Account EngagementOne alternative
GoHighLevelLlama 4 MaverickAdobe Marketo EngageSalesforce Marketing CloudChangedno first choiceSalesforce Marketing Cloudno first choiceagainst: Adobe Experience Cloud, Adobe Marketo Engage, HubSpot Marketing Hub, Oracle Eloqua, Salesforce Marketing Cloud, Salesforce Marketing Cloud Account Engagement
Three alternatives
ActiveCampaign, HubSpot Marketing Hub, Salesforce Marketing CloudOne alternative
HubSpot Marketing HubEight alternatives
ActiveCampaign, Adobe Marketo Engage, Braze, Customer.io, HubSpot Marketing Hub, Iterable, Klaviyo, Oracle EloquaQwen 3.7 FlashAdobe Marketo Engageagainst: Oracle EloquaOracle EloquaChangedSalesforce Marketing CloudAdobe Marketo Engageagainst: ActiveCampaign, HubSpot Marketing Hub, Mailgun, SendGridno first choiceagainst: Adobe Marketo Engage, Braze, HubSpot Marketing Hub, Salesforce Marketing Cloud
Three alternatives
HubSpot Marketing Hub, Salesforce Marketing Cloud, Salesforce Marketing Cloud Account EngagementTwo alternatives
Adobe Marketo Engage, Salesforce Marketing CloudThree alternatives
Adobe Experience Cloud, Adobe Marketo Engage, SAP EmarsysTwo alternatives
Oracle Eloqua, Salesforce Marketing CloudKimi K2Adobe Marketo Engageagainst: Salesforce Marketing Cloud Account EngagementAdobe Marketo EngageHeldAdobe Marketo Engage, Salesforce Marketing Cloudagainst: Oracle Marketing CloudHubSpot Marketing Hubagainst: Adobe Marketo Engage, Braze, Iterable, Salesforce Marketing Cloud, Salesforce Marketing Cloud Account EngagementAdobe Marketo Engage, Salesforce Marketing Cloudagainst: AWeber, ActiveCampaign, Adobe Campaign, Adobe Marketo Engage, Constant Contact, HubSpot Marketing Hub, Mailchimp, Oracle Eloqua, Salesforce Marketing Cloud Account Engagement, SendGrid
One alternative
HubSpot Marketing HubThree alternatives
HubSpot Marketing Hub, Oracle Eloqua, Salesforce Marketing CloudThree alternatives
Braze, HubSpot Marketing Hub, SAP EmarsysOne alternative
Oracle EloquaThree alternatives
Braze, HubSpot Marketing Hub, Oracle EloquaGLM 4.7 FlashXAdobe Marketo EngageSalesforce Marketing CloudChangedno first choiceHubSpot Marketing Hubagainst: 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
Three alternatives
Oracle Eloqua, Salesforce Marketing Cloud, Salesforce Marketing Cloud Account EngagementThree alternatives
Adobe Marketo Engage, HubSpot Marketing Hub, Oracle EloquaOne alternative
ActiveCampaignMiniMax M2.5Adobe Marketo EngageAdobe Marketo Engage, Salesforce Marketing CloudChangedno first choiceMauticagainst: HighLevelAdobe Marketo Engage, HubSpot Marketing Hub, Salesforce Marketing Cloudagainst: Adobe Marketo Engage, Brevo, Drip, HubSpot Marketing Hub, Kit, Mailchimp, Omnisend, Salesforce Marketing Cloud Account Engagement
Two alternatives
HubSpot Marketing Hub, Salesforce Marketing Cloud Account EngagementTwo alternatives
HubSpot Marketing Hub, Oracle EloquaFour alternatives
Adobe Marketo Engage, Brevo, HubSpot Marketing Hub, Salesforce Marketing CloudFour alternatives
Braze, Iterable, Oracle Eloqua, Salesforce Marketing Cloud Account EngagementBold 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 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 4.20 | 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 04:59 | 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 4.20 | 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 01:34 | 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 4.20 | 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 02:30 | 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 4.20 | 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 23:38 | 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 4.20 | 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 23:56 | 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 4.20 | 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 23:32 | 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.
ShowHide
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
GoHighLevel Unlimited
IBM Watson Marketing
SFMC Account Engagement (formerly Pardot)
Discontinued, still offered
No shut-down product was recommended here.