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. 49 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen 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
69%
Clear leader
69Adobe Marketo Engage12HubSpot Marketing Hub08Salesforce Marketing Cloud10others
69% of first choices, clear leader.
Since October 2026▲+16Since October 2026: 53% → 69%, +16 points. Past the 11-point floor: movement.Adobe Marketo Engage held the lead, +16 points on 53%, past the floor.
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
HubSpot Marketing Hub37%Contested↗new leaderNew leader since October 2026: HubSpot Marketing Hub (37%) replaces ActiveCampaign (39% then, 35% now), 2 points clear, inside the 11-point floor.Standing →Mid-marketHubSpot Marketing Hub65%Consensus▲+2Since October 2026: 63% → 65%, +2 points. Inside the 11-point floor: within noise.Standing →Enterprise
Adobe Marketo Engage69%Clear leader▲+16Since October 2026: 53% → 69%, +16 points. Past the 11-point floor: movement.This page
HubSpot Marketing Hub37%Contested↗new leaderNew leader since October 2026: HubSpot Marketing Hub (37%) replaces ActiveCampaign (39% then, 35% now), 2 points clear, inside the 11-point floor.Standing →Mid-marketHubSpot Marketing Hub65%Consensus▲+2Since October 2026: 63% → 65%, +2 points. Inside the 11-point floor: within noise.Standing →EnterpriseAdobe Marketo Engage69%Clear leader▲+16Since October 2026: 53% → 69%, +16 points. Past the 11-point floor: movement.This pageThe standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for an enterprise B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01Adobe Marketo Engage69%12%73endorsed leader▲+16Since October 2026: 53% → 69%, +16 points. Past the 11-point floor: movement.53% → 69%
Adobe Marketo Engage69%12%73endorsed leader▲+16Since October 2026: 53% → 69%, +16 points. Past the 11-point floor: movement.53% → 69%02HubSpot Marketing Hub12%32%69criticized challenger▼−6Since October 2026: 18% → 12%, −6 points. Inside the 11-point floor: within noise.18% → 12%
HubSpot Marketing Hub12%32%69criticized challenger▼−6Since October 2026: 18% → 12%, −6 points. Inside the 11-point floor: within noise.18% → 12%03
Salesforce Marketing Cloud8%29%55criticized challenger▼−4Since October 2026: 12% → 8%, −4 points. Inside the 11-point floor: within noise.12% → 8%
Salesforce Marketing Cloud8%29%55criticized challenger▼−4Since October 2026: 12% → 8%, −4 points. Inside the 11-point floor: within noise.12% → 8%04
Salesforce Marketing Cloud Account Engagement6%24%37accepted challenger▲+4Since October 2026: 2% → 6%, +4 points. Inside the 11-point floor: within noise.2% → 6%
Salesforce Marketing Cloud Account Engagement6%24%37accepted challenger▲+4Since October 2026: 2% → 6%, +4 points. Inside the 11-point floor: within noise.2% → 6%05
Oracle Eloqua2%23%56accepted challenger▼−6Since October 2026: 8% → 2%, −6 points. Inside the 11-point floor: within noise.8% → 2%
Oracle Eloqua2%23%56accepted challenger▼−6Since October 2026: 8% → 2%, −6 points. Inside the 11-point floor: within noise.8% → 2%Show the five products at 0%, ordered by negative rate
10
Mailchimp0%100%11criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Mailchimp0%100%11criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%09
ActiveCampaign0%50%16criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
ActiveCampaign0%50%16criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%08
Klaviyo0%31%13criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Klaviyo0%31%13criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%07
Iterable0%15%13accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Iterable0%15%13accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%06
Braze0%14%29accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Braze0%14%29accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%The floor is 11 points of share, measured: how far the models move a leader on their own when the same questions are asked twice with nothing changed. A larger change is movement; a smaller one can't be told apart from repeat variation, and both are shown. Each index measures its own floor from its own repeat, over its own categories, so the floor differs from one index to the next. Both editions asked the same fourteen models. How the floor is measured
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 MailchimpHubSpot Marketing Hub vs ActiveCampaign
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 69% of first choices here, so the chart would put nine 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
Eight of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, Grok 4.20, Mistral Small, 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 Hub32%
22 of 69 labels negative · 12 of 14 models · 1 hard negative
“Avoid making HubSpot the default for this specific requirement” Perplexity Sonar, budget prompt
Salesforce Marketing Cloud29%
16 of 55 labels negative · 12 of 14 models
“Avoid buying it solely because it is a market leader. Implementations can exceed $200,000 in professional services” Perplexity Sonar, negative prompt
Mailchimp100%
11 of 11 labels negative · 11 of 14 models · 7 hard negative
“Mailchimp - mentioned as being unsuitable for large enterprises with 500,000 contacts and a 15-person ops team.” Llama 4 Maverick, negative prompt
Oracle Eloqua23%
13 of 56 labels negative · 9 of 14 models
“buyers should scrutinize its shrinking market presence, thinner partner ecosystem, dated user experience, and potentially heavy professional-services requirements” Perplexity Sonar, negative prompt
What they cite
Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted.
Sites the answers cite
73 of 84 answers in this category came back with a source list, from 14 of 14 models: citations where the model returns them, or the search results it consulted. 795 links across 268 sites, every framing counted. Ranked by the number of answers carrying the site or page. 26 of the 252 answers across every segment cited this index's own page for the category; the method page measures whether that reading tilts an answer.
30 answers · 50 citations · 12 models
publisher (Gane)22 answers · 23 citations · 8 models
vendor site · Improvado16 answers · 17 citations · 8 models
15 answers · 16 citations · 6 models
vendor site · HubSpot14 answers · 15 citations · 10 models
13 answers · 13 citations · 7 models
13 answers · 13 citations · 9 models
12 answers · 23 citations · 8 models
vendor site · HubSpot12 answers · 21 citations · 7 models
vendor site · Salesforce12 answers · 17 citations · 5 models
12 answers · 12 citations · 7 models
vendor site · Oracle11 answers · 14 citations · 5 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.
21 answers · 10 models
21 answers · 8 models
13 answers · 7 models
12 answers · 7 models
10 answers · 8 models
9 answers · 6 models
9 answers · 5 models
9 answers · 6 models
8 answers · 8 models
8 answers · 8 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 69%, Adobe Experience Manager 0%, Adobe Journey Optimizer 0% | 69% | 311 | 1,220,000 | 117,563 | |||
| Salesforce parent site Salesforce Marketing Cloud 8%, Salesforce Marketing Cloud Account Engagement 6% | 14% | 317 | 550,000 | 60,632 | |||
| HubSpot parent site HubSpot Marketing Hub 12% | 12% | 991 | 368,000 | 9,776 | |||
| Oracle parent site Oracle Eloqua 2% | 2% | 118 | 450,000 | 66,611 | |||
| Bitrix24 bitrix24.com | 2% | 49 | 5,400 | 90 | 69,160 | 104 | |
| 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 |
| Insider insiderone.com | 0% | 125 | 27,100 | 356,013 | 81,938 | 1 | |
| Customer.io customer.io | 0% | 218 | 2,900 | 174 | 15,750 | $6,920 | 112 |
| Adobe Experience Cloud adobe.com | 0% | 58 | 242,010,966 | $9,855 | 119 |
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 4.5Adobe Marketo EngageAdobe Marketo Engage, HubSpot Marketing HubChangedSalesforce Marketing CloudHubSpot Marketing Hubno first choiceagainst: Adobe Marketo Engage, HubSpot Marketing Hub, Oracle Eloqua, Salesforce Marketing Cloud
Three alternatives
HubSpot Marketing Hub, Oracle Eloqua, Salesforce Marketing CloudThree alternatives
ActiveCampaign, Oracle Eloqua, Salesforce Marketing Cloud Account EngagementFour alternatives
Adobe Marketo Engage, Braze, HubSpot Marketing Hub, Oracle EloquaFour alternatives
Adobe Marketo Engage, HighLevel, Salesforce Marketing Cloud, Salesforce Marketing Cloud Account EngagementGPT-5.4 miniAdobe Marketo Engageagainst: HubSpot Marketing HubAdobe Marketo EngageHeldSalesforce Marketing CloudSalesforce Marketing Cloudagainst: HubSpot Marketing Hub, Salesforce Marketing Cloud Account Engagementno first choiceagainst: Mailchimp
One alternative
Salesforce Marketing Cloud Account EngagementTwo alternatives
Oracle Eloqua, Salesforce Marketing Cloud Account EngagementEight alternatives
Adobe Marketo Engage, Braze, HubSpot Marketing Hub, Insider, Iterable, Oracle Eloqua, SAP Emarsys, SAP Engagement CloudOne alternative
Oracle EloquaGemini 3.5 FlashAdobe Marketo EngageAdobe Marketo EngageHeldAdobe Marketo EngageAdobe Marketo Engageagainst: HubSpot Marketing Hub, Salesforce Marketing Cloudno first choiceagainst: Acoustic, ActiveCampaign, Brevo, Constant Contact, Drip, HubSpot Marketing Hub, Kit, Mailchimp, Oracle Eloqua, Salesforce Marketing Cloud Account Engagement
Three alternatives
HubSpot Marketing Hub, Oracle Eloqua, Salesforce Marketing Cloud Account EngagementThree alternatives
HubSpot Marketing Hub, Oracle Eloqua, Salesforce Marketing Cloud Account EngagementFive alternatives
Braze, HubSpot Marketing Hub, Oracle Eloqua, Salesforce Marketing Cloud, Salesforce Marketing Cloud Account EngagementFour alternatives
Braze, Customer.io, Iterable, Oracle EloquaSix alternatives
Adobe Marketo Engage, Braze, Customer.io, HubSpot Marketing Hub, Salesforce Marketing Cloud, Salesforce Marketing Cloud Account EngagementPerplexity SonarAdobe Marketo Engageagainst: Oracle EloquaAdobe Marketo EngageHeldagainst: HubSpot Marketing HubSalesforce Marketing CloudOracle Eloquaagainst: HubSpot Marketing Hubno first choiceagainst: ActiveCampaign, Adobe Marketo Engage, Braze, Brevo, GetResponse, HighLevel, HubSpot Marketing Hub, Iterable, Klaviyo, Mailchimp, Oracle Eloqua, Salesforce Marketing Cloud, Salesforce Marketing Cloud Account Engagement
Two alternatives
HubSpot Marketing Hub, Salesforce Marketing Cloud Account EngagementThree alternatives
Oracle Eloqua, Salesforce Marketing Cloud, Salesforce Marketing Cloud Account EngagementFive alternatives
Adobe Experience Cloud, Adobe Marketo Engage, Braze, HubSpot Marketing Hub, Oracle EloquaOne alternative
Adobe Marketo EngageGrok 4.20Adobe Marketo EngageSalesforce Marketing CloudChangedagainst: HubSpot Marketing Hub, Microsoft Dynamics 365 MarketingAdobe Marketo Engage, Salesforce Marketing CloudAdobe Marketo Engageagainst: ActiveCampaign, Braze, Customer.io, HubSpot Marketing Hubno first choiceagainst: Adobe Marketo Engage, HubSpot Marketing Hub, Oracle Eloqua, Salesforce Marketing Cloud
Four alternatives
HubSpot Marketing Hub, Microsoft Dynamics 365 Marketing, Oracle Eloqua, Salesforce Marketing CloudTwo alternatives
Adobe Marketo Engage, Oracle EloquaThree alternatives
HubSpot Marketing Hub, Microsoft Dynamics 365 Marketing, Oracle EloquaTwo alternatives
Oracle Eloqua, Salesforce Marketing Cloud Account EngagementMistral SmallAdobe Marketo Engage, Salesforce Marketing Cloud Account EngagementAdobe Marketo EngageChangedAdobe Marketo EngageAdobe Marketo Engageagainst: HubSpot Marketing Hub, Salesforce Marketing Cloudno first choiceagainst: AWeber, ActiveCampaign, Adobe Marketo Engage, Constant Contact, Mailchimp, Salesforce Marketing Cloud, Sendinblue
Two alternatives
HubSpot Marketing Hub, Oracle EloquaThree alternatives
HubSpot Marketing Hub, Oracle Eloqua, Salesforce Marketing CloudFour alternatives
Braze, HubSpot Marketing Hub, Oracle Eloqua, Salesforce Marketing CloudDeepSeek V4 FlashAdobe Marketo EngageAdobe Marketo EngageHeldAdobe Marketo Engage, Salesforce Marketing CloudHubSpot Marketing Hubagainst: Adobe Marketo Engage, Oracle Eloqua, Salesforce Marketing Cloud, Salesforce Marketing Cloud Account Engagementno first choiceagainst: Adobe Marketo Engage, Braze, HubSpot Marketing Hub, Iterable, Oracle Eloqua, Salesforce MC Account Engagementagainst: Constant Contact, Mailchimp, Oracle Eloqua, Oracle Responsys, Salesforce Marketing Cloud, Salesforce Marketing Cloud Account Engagement
Three alternatives
HubSpot Marketing Hub, Oracle Eloqua, Salesforce Marketing CloudThree alternatives
HubSpot Marketing Hub, Oracle Eloqua, Salesforce Marketing CloudThree alternatives
Braze, HubSpot Marketing Hub, Oracle EloquaOne alternative
BrazeLlama 4 MaverickAdobe Marketo EngageAdobe Marketo EngageHeldno first choiceAdobe Marketo Engageno first choiceagainst: Adobe Marketo Engage, Mailchimp, Salesforce Marketing Cloud
Three alternatives
HubSpot Marketing Hub, Oracle Eloqua, Salesforce Marketing CloudTwo alternatives
HubSpot Marketing Hub, Salesforce Marketing CloudQwen 3.7 FlashAdobe Marketo EngageAdobe Marketo EngageHeldAdobe Marketo Engageagainst: Oracle EloquaAdobe Marketo Engageagainst: Braze, HubSpot Marketing Hub, KlaviyoHubSpot Marketing Hubagainst: Salesforce Marketing Cloudagainst: ActiveCampaign, Brevo, GoHighLevel, HubSpot Marketing Hub, Keap, Klaviyo, Mailchimp, Salesforce Marketing Cloud
Three alternatives
HubSpot Marketing Hub, Oracle Eloqua, Salesforce Marketing CloudTwo alternatives
HubSpot Marketing Hub, Salesforce Marketing CloudThree alternatives
Braze, HubSpot Marketing Hub, Salesforce Marketing CloudOne alternative
Salesforce Marketing Cloud Account EngagementThree alternatives
Adobe Marketo Engage, Braze, IterableKimi K2Adobe Marketo Engage, HubSpot Marketing Hubagainst: Salesforce Marketing Cloud Account EngagementAdobe Marketo EngageChangedAdobe Marketo EngageAdobe Marketo Engageagainst: Oracle EloquaHubSpot Marketing Hubagainst: Oracle Eloqua, Salesforce Marketing Cloudagainst: AWeber, Brevo, Constant Contact, HubSpot Marketing Hub, Mailchimp, Salesforce Marketing Cloud, Salesforce Marketing Cloud Account Engagement, Zoho Marketing Automation
One alternative
Oracle EloquaTwo alternatives
HubSpot Marketing Hub, Salesforce Marketing CloudThree alternatives
HubSpot Marketing Hub, Oracle Eloqua, Salesforce Marketing CloudOne alternative
Salesforce Marketing Cloud Account EngagementOne alternative
Adobe Marketo EngageGLM 4.7 FlashXAdobe Marketo Engage, Salesforce Marketing Cloud Account EngagementAdobe Marketo EngageChangedno first choiceSalesforce Marketing Cloud Account Engagementno first choiceagainst: ActiveCampaign, HCL Unica, Klaviyo, Mailchimp, Oracle Eloqua, Salesforce Marketing Cloud, Salesforce Marketing Cloud Account Engagement
Two alternatives
HubSpot Marketing Hub, Oracle EloquaTwo alternatives
Oracle Eloqua, Salesforce Marketing CloudThree alternatives
Adobe Marketo Engage, HubSpot Marketing Hub, Oracle EloquaMiniMax M2.5Adobe Marketo Engage, Salesforce Marketing CloudAdobe Marketo EngageChangedAdobe Marketo Engageagainst: ActiveCampaignBitrix24against: HubSpot Marketing Hubno first choiceagainst: Adobe Marketo Engage, HubSpot Marketing Hub, Oracle Eloqua, Salesforce Marketing Cloud, Salesforce Marketing Cloud Account Engagement
Three alternatives
6sense, HubSpot Marketing Hub, Salesforce Marketing Cloud Account EngagementTwo alternatives
HubSpot Marketing Hub, Salesforce Marketing Cloud Account EngagementFive alternatives
Braze, HubSpot Marketing Hub, Oracle Eloqua, Salesforce Marketing Cloud, Salesforce Marketing Cloud Account EngagementThree alternatives
Adobe Marketo Engage, MailerLite, Salesforce Marketing CloudGPT-6 LunaAdobe Marketo EngageAdobe Marketo EngageHeldAdobe Marketo Engage, Oracle EloquaSalesforce Marketing Cloudagainst: HubSpot Marketing Hubno first choiceagainst: ActiveCampaign, Adobe Marketo Engage, HubSpot Marketing Hub, Mailchimp, Salesforce Marketing Cloud
Three alternatives
HubSpot Marketing Hub, Oracle Eloqua, Salesforce Marketing Cloud Account EngagementTwo alternatives
Oracle Eloqua, Salesforce Marketing Cloud Account EngagementFive alternatives
Adobe Journey Optimizer, Braze, HubSpot Marketing Hub, Iterable, Salesforce Marketing CloudMuse Glimmer 30BAdobe Marketo EngageAdobe Marketo EngageHeldAdobe Marketo EngageAdobe Marketo Engageagainst: HubSpot Marketing Hubno first choiceagainst: Brevo, Constant Contact, HubSpot Marketing Hub, Mailchimp, Sendinblue
Two alternatives
HubSpot Marketing Hub, Salesforce Marketing Cloud Account Engagement, formerly PardotTwo alternatives
Oracle Eloqua, Salesforce Marketing CloudSix alternatives
Braze, HubSpot Marketing Hub, Iterable, Klaviyo, Oracle Eloqua, Salesforce Marketing Cloud Account EngagementTwo alternatives
MailerLite, 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.
Eighty-four 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 | 2026-11-01 15:06 | yes | 10 | 7 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:19 | yes | 2 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 11:08 | no | 0 | 11 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 15:21 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:47 | yes | 5 | 36 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 08:42 | yes | 5 | 6 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 16:20 | yes | 14 | 32 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:27 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 14:33 | yes | 5 | 21 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 17:11 | yes | 10 | 22 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 16:24 | yes | 15 | 51 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 08:59 | no | 0 | 47 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 15:46 | yes | 5 | 17 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 16:56 | yes | 14 | 18 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:51 | no | 0 | 5 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:56 | yes | 5 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 11:47 | no | 0 | 12 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 15:42 | yes | 10 | 3 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:07 | yes | 5 | 8 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:25 | yes | 5 | 3 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 14:11 | yes | 24 | 27 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:23 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 16:33 | yes | 5 | 26 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:50 | yes | 10 | 14 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 16:06 | yes | 20 | 303 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:53 | yes | 10 | 26 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 13:29 | yes | 3 | 18 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 16:33 | yes | 13 | 17 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 16:12 | yes | 9 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:10 | yes | 8 | 11 s |
| Comparative | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 11:24 | no | 0 | 16 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 16:36 | yes | 10 | 8 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:43 | yes | 12 | 16 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:01 | yes | 10 | 10 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 17:21 | yes | 20 | 62 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 15:23 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:52 | yes | 5 | 38 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 08:49 | yes | 9 | 23 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 13:25 | no | 0 | 18 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 15:34 | yes | 5 | 21 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 16:37 | yes | 8 | 22 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 16:47 | yes | 15 | 25 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:08 | yes | 19 | 10 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 13:47 | yes | 4 | 6 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 12:36 | yes | 7 | 25 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 16:11 | yes | 10 | 4 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:29 | yes | 5 | 9 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:34 | yes | 5 | 11 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 14:59 | yes | 25 | 34 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 14:31 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:17 | yes | 5 | 57 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 17:01 | yes | 15 | 63 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:47 | yes | 23 | 96 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 17:32 | yes | 13 | 72 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 15:34 | yes | 2 | 18 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 17:04 | yes | 19 | 45 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:58 | yes | 18 | 13 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 16:37 | no | 0 | 9 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 11:15 | no | 0 | 18 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 13:18 | yes | 10 | 10 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:12 | yes | 10 | 14 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 15:23 | no | 0 | 14 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 14:21 | yes | 20 | 38 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:51 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 17:13 | yes | 10 | 23 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 14:40 | yes | 20 | 44 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:50 | yes | 10 | 59 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 14:00 | no | 0 | 12 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 17:14 | yes | 6 | 25 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:06 | yes | 14 | 26 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:05 | yes | 18 | 10 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 13:12 | yes | 6 | 7 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 09:13 | no | 0 | 20 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 15:16 | yes | 10 | 5 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:27 | yes | 8 | 14 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 13:37 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 17:27 | yes | 24 | 53 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 16:59 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 16:04 | yes | 25 | 64 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:29 | yes | 24 | 28 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:48 | yes | 20 | 54 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:40 | yes | 10 | 39 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 16:23 | yes | 5 | 27 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 13:37 | yes | 24 | 36 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
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Category-scoped readings
HubSpot read as HubSpot Marketing Hub
HubSpot (Enterprise Tier) read as HubSpot Marketing Hub
HubSpot (Marketing Hub Enterprise) read as HubSpot Marketing Hub
Unresolved, counted raw
Conversion
HYPR (by Capgemini) / Ping ID
Salesforce MC Account Engagement (Pardot)
Salesforce Marketing Cloud Account Engagement, formerly Pardot
Twilio
Discontinued, still offered
No shut-down product was recommended here.