Marketing automation and campaign management for small business buyers
Asked as “marketing automation platform”, and as “marketing automation and campaign management tool”, on behalf of a small B2B company. 55 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
51%
Clear leader
51ActiveCampaign25HubSpot Marketing Hub15Brevo09others
51% 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 a small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Show the five 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 small business.All six head-to-head pages: the top four products, each against each
Recommended versus criticized
Every product with at least 10 labels here, on both axes. The 30% line names a quadrant, not the verdict above: that one needs more than 40%.
Criticized challengerCriticized default
Negative label rate →
01
02
03
04
05
06
07
08
09
10Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative70%
Key
01ActiveCampaign51%
ActiveCampaign51%02HubSpot Marketing Hub25%
HubSpot Marketing Hub25%03Brevo15%
Brevo15%04MailerLite4%
MailerLite4%05Mailchimp2%
Mailchimp2%06Klaviyo0%
Klaviyo0%07Omnisend0%
Omnisend0%08Kit0%
Kit0%09Salesforce Marketing Cloud Account Engagement0%
Salesforce Marketing Cloud Account Engagement0%10Adobe Marketo Engage0%
Adobe Marketo Engage0%What they warned about
Four of twelve models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, Mistral Small, Llama 4 Maverick, 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.
Mailchimp44%
19 of 43 labels negative · 12 of 12 models · 5 hard negative
“Mailchimp - The Biggest Red Flag ... Who should avoid: Small businesses needing real automation workflows beyond basic email blasts.” Mistral Small, negative prompt
HubSpot Marketing Hub31%
20 of 64 labels negative · 11 of 12 models · 5 hard negative
“HubSpot - Overkill for Most Small Businesses ... Who should avoid: Small businesses without enterprise-level budgets and needs.” Mistral Small, negative prompt
Adobe Marketo Engage100%
15 of 15 labels negative · 9 of 12 models · 14 hard negative
“too advanced, with a dated UI, poor usability for non-experts, and implementation needing consultants—unsuitable for small teams” Grok 4.20, negative prompt
Salesforce Marketing Cloud100%
9 of 9 labels negative · 7 of 12 models · 8 hard negative
“Enterprise-focused with massive complexity, steep learning curve, and high implementation costs; ... call it "overkill" for non-enterprise” Grok 4.20, negative prompt
What they cite
Four of the twelve models returned a source list in this edition: four return the pages they cited.
Sites the answers cite
21 of 72 answers in this category came back with a source list, from 4 of 12 models: citations where the model returns them, or the search results it consulted. 238 links across 128 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 · Drip11 answers · 11 citations · 3 models
10 answers · 11 citations · 3 models
vendor site · Bloomreach8 answers · 8 citations · 3 models
vendor site · InsiderOne6 answers · 7 citations · 3 models
6 answers · 6 citations · 2 models
vendor site · HubSpot5 answers · 7 citations · 2 models
5 answers · 5 citations · 2 models
4 answers · 8 citations · 1 model
vendor site · ActiveCampaign4 answers · 4 citations · 1 model
vendor site · GetResponse4 answers · 4 citations · 2 models
vendor site · Jotform4 answers · 4 citations · 2 models
vendor site · MarketBetter4 answers · 4 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.
11 answers · 3 models
10 answers · 3 models
8 answers · 3 models
6 answers · 3 models
5 answers · 2 models
5 answers · 2 models
4 answers · 2 models
4 answers · 2 models
4 answers · 1 model
3 answers · 3 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 | Best Google position |
|---|---|---|---|---|---|---|---|---|
| ActiveCampaign activecampaign.com | 51% | 437 | 18,100 | 307 | 235,709 | $1,424 | 32 | |
| HubSpot parent site HubSpot Marketing Hub 25%, HubSpot CRM 0% | 25% | 991 | 368,000 | 9,776 | ||||
| Brevo brevo.com | 15% | 440 | 40,500 | 327 | 81,741 | $17,847 | 106 | |
| MailerLite mailerlite.com | 4% | 150 | 49,500 | 311 | 59,716 | $85 | 115 | |
| Customer.io customer.io | 2% | 218 | 2,900 | 174 | 15,750 | $6,920 | 112 | |
| Sender sender.net | 2% | 75 | 9,900 | 10,349 | 69,078 | 13 | ||
| Intuit mailchimp.com Mailchimp 2% | 2% | 328 | 368,000 | 6,862 | 1,931,402 | $1,214 | 107 | |
| Klaviyo klaviyo.com | 0% | 365 | 90,500 | 1,560 | 200,057 | $572 | 20 | 5 |
| Omnisend omnisend.com | 0% | 199 | 9,900 | 108 | 51,545 | $113 | 66 | |
| Kit kit.com | 0% | 42 | 90,500 | 355,784 | 208,645 | $10 | 98 |
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 a small B2B company?”Paraphrase“Which marketing automation and campaign management tool would you recommend to a small business that sells to other businesses?”Comparative“What are the top marketing automation platforms for a small team and how do they differ?”Budget-constrained“What is the best marketing automation platform for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating a marketing automation platform. What should we look at?”Negative“Which marketing automation platforms should a small business avoid or be cautious about?”
Claude Haiku 4.5ActiveCampaign, HubSpot Marketing HubHubSpot Marketing HubChangedActiveCampaign, HubSpot Marketing HubActiveCampaign, MailerLiteno first choiceagainst: ActiveCampaign, Adobe Marketo Engage, HubSpot Marketing Hub, Mailchimp
One alternative
Salesforce Marketing Cloud Account EngagementOne alternative
ActiveCampaignFive alternatives
Brevo, Customer.io, Klaviyo, Mailchimp, OmnisendThree alternatives
Brevo, Drip, MailchimpGPT-5.4 miniActiveCampaign, HubSpot Marketing HubHubSpot Marketing HubChangedHubSpot Marketing Hubagainst: MailchimpActiveCampaign, HubSpot Marketing Hubno first choicenothing named
One alternative
Salesforce Marketing Cloud Account EngagementTwo alternatives
ActiveCampaign, Zoho Marketing AutomationFour alternatives
ActiveCampaign, Brevo, Constant Contact, MailerLiteOne alternative
Zoho Marketing AutomationGemini 3.5 FlashActiveCampaign, HubSpot Marketing Hubagainst: Adobe Marketo Engage, Salesforce Marketing Cloud Account EngagementHubSpot Marketing HubChangedagainst: Adobe Marketo Engage, Salesforce Marketing Cloud Account EngagementActiveCampaignagainst: MailchimpBrevoagainst: HubSpot Marketing Hub, KlaviyoActiveCampaign, HubSpot Marketing Hubagainst: Adobe Marketo Engage, Oracle Eloqua, Salesforce Marketing Cloudagainst: Adobe Marketo Engage, HubSpot Marketing Hub, Keap, Oracle Eloqua, Salesforce Marketing Cloud, Salesforce Marketing Cloud Account Engagement
Two alternatives
Brevo, GoHighLevelThree alternatives
ActiveCampaign, Brevo, GoHighLevelFour alternatives
Brevo, HubSpot Marketing Hub, Kit, OmnisendThree alternatives
ActiveCampaign, MailerLite, OmnisendFour alternatives
Customer.io, Drip, Klaviyo, OrttoPerplexity SonarActiveCampaignActiveCampaignHeldActiveCampaignBrevoagainst: HubSpot Marketing Hub, Mailchimpno first choiceagainst: Braze, HubSpot Marketing Hub, Iterable, Mailchimp, Oracle Eloqua, Salesforce Marketing Cloud
Two alternatives
Brevo, HubSpot Marketing HubTwo alternatives
Brevo, HubSpot Marketing HubFive alternatives
Brevo, HubSpot Marketing Hub, Keap, Mailchimp, MailerLiteOne alternative
ActiveCampaignGrok 4.20ActiveCampaignagainst: MailchimpActiveCampaignHeldActiveCampaignBrevoagainst: MailchimpActiveCampaignagainst: ActiveCampaign, Adobe Marketo Engage, Constant Contact, HubSpot Marketing Hub, Mailchimp, Salesforce Marketing Cloud
Two alternatives
Brevo, HubSpot Marketing HubThree alternatives
Brevo, HubSpot Marketing Hub, MailchimpFive alternatives
Brevo, HubSpot Marketing Hub, Klaviyo, Mailchimp, OmnisendThree alternatives
ActiveCampaign, MailerLite, SenderFour alternatives
Brevo, HubSpot Marketing Hub, Klaviyo, OmnisendMistral SmallActiveCampaignActiveCampaign, HubSpot Marketing HubChangedActiveCampaignBrevoagainst: Mailchimpno first choiceagainst: Adobe Marketo Engageagainst: ActiveCampaign, HubSpot Marketing Hub, Kit, Klaviyo, Mailchimp
Three alternatives
Brevo, HubSpot Marketing Hub, OrttoFour alternatives
Brevo, HubSpot Marketing Hub, Klaviyo, MailchimpOne alternative
ActiveCampaignThree alternatives
ActiveCampaign, HubSpot Marketing Hub, MailchimpDeepSeek V4 FlashActiveCampaignagainst: HubSpot Marketing HubActiveCampaignHeldagainst: HubSpot Marketing HubActiveCampaignagainst: HubSpot Marketing HubBrevo, Senderagainst: HubSpot Marketing Hub, MailchimpActiveCampaignagainst: Adobe Marketo Engage, Customer.io, Salesforce Marketing Cloudagainst: Adobe Marketo Engage, HubSpot Marketing Hub, Mailchimp, Microsoft Dynamics 365 Marketing, Salesforce Marketing Cloud Account Engagement, Zoho Marketing Automation
Two alternatives
Brevo, Customer.ioOne alternative
BrevoThree alternatives
Brevo, Klaviyo, MailchimpFour alternatives
ActiveCampaign, EmailOctopus, Klaviyo, OmnisendOne alternative
HubSpot Marketing HubLlama 4 MaverickActiveCampaignActiveCampaign, HubSpot Marketing HubChangedHubSpot Marketing HubMailerLiteActiveCampaign, Customer.ioagainst: Adobe Marketo Engage, Apollo.io, Birdeye, ChatGPT, Copy.ai, HubSpot Marketing Hub, Jasper, Lusher, Mailchimp, Pipedrive, Podium, Salesforce Marketing Cloud Account Engagement, Writesonic, ZoomInfo
Two alternatives
Brevo, HubSpot Marketing HubFour alternatives
ActiveCampaign, Brevo, Klaviyo, MailchimpThree alternatives
ActiveCampaign, Brevo, HubSpot Marketing HubTwo alternatives
HubSpot Marketing Hub, KlaviyoQwen 3.7 FlashActiveCampaignActiveCampaignHeldagainst: HubSpot Marketing HubActiveCampaignBrevoagainst: MailchimpHubSpot Marketing Hubagainst: Salesforce Marketing Cloudagainst: ActiveCampaign, GoHighLevel, HubSpot Marketing Hub, Mailchimp, Pipedrive, Salesforce Marketing Cloud Account Engagement, WordStream
Two alternatives
Brevo, HubSpot Marketing HubOne alternative
BrevoFive alternatives
Brevo, HubSpot Marketing Hub, Kit, Klaviyo, MailchimpTwo alternatives
HubSpot Marketing Hub, MailerLiteThree alternatives
ActiveCampaign, Customer.io, KeapKimi K2HubSpot Marketing Hubagainst: Adobe Marketo Engage, Salesforce Marketing Cloud Account EngagementActiveCampaignChangedagainst: HubSpot Marketing HubActiveCampaignagainst: HubSpot Marketing HubBrevoActiveCampaignagainst: Adobe Marketo Engage, Mailchimp, Oracle Eloqua, Salesforce Marketing Cloudagainst: Act-On, Adobe Marketo Engage, Customer.io, GetResponse, HubSpot Marketing Hub, Iterable, Ortto, Salesforce Marketing Cloud
Two alternatives
ActiveCampaign, BrevoOne alternative
BrevoFour alternatives
Brevo, Kit, Mailchimp, OmnisendFour alternatives
ActiveCampaign, OttoKit, Pabbly, Zoho Marketing+Four alternatives
Brevo, HubSpot Marketing Hub, Klaviyo, MailerLiteGLM 4.7 FlashXActiveCampaign, HubSpot Marketing HubActiveCampaignChangedActiveCampaignActiveCampaign, Brevoagainst: MailchimpActiveCampaignagainst: Adobe Marketo Engage, GetResponse, HubSpot Marketing Hub, Mailchimp, Salesforce Marketing Cloud
Two alternatives
Brevo, GetResponseTwo alternatives
Brevo, HubSpot Marketing HubSix alternatives
Brevo, Kit, Klaviyo, Mailchimp, Omnisend, OrttoOne alternative
MailerLiteThree alternatives
Brevo, HubSpot Marketing Hub, MailchimpMiniMax M2.5ActiveCampaignHubSpot Marketing HubChangedActiveCampaignMailchimpno first choiceagainst: Adobe Marketo Engage, Birdeye, HubSpot Marketing Hub, Mailchimp, Podium, Salesforce Marketing Cloud Account Engagement
Two alternatives
HubSpot Marketing Hub, MailchimpTwo alternatives
ActiveCampaign, KeapFive alternatives
Brevo, HubSpot Marketing Hub, Keap, Klaviyo, MailchimpTwo alternatives
ActiveCampaign, KitBold 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 01:37 | no | 0 | 4 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 01:40 | yes | 3 | 4 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-14 23:20 | yes | 8 | 18 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-09-15 04:57 | yes | 20 | 5 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 01:26 | yes | 0 | 7 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 00:26 | yes | 0 | 5 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-15 00:52 | yes | 0 | 13 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 00:05 | yes | 0 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 04:17 | yes | 0 | 25 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 03:48 | yes | 0 | 27 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 00:14 | yes | 0 | 69 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 01:00 | yes | 0 | 10 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 01:51 | yes | 7 | 7 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 04:16 | yes | 3 | 4 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 04:57 | yes | 7 | 18 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-09-15 01:50 | yes | 18 | 18 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-15 04:33 | yes | 0 | 5 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 00:03 | no | 0 | 3 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-14 22:56 | yes | 0 | 14 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-14 22:56 | yes | 0 | 1 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 05:07 | yes | 0 | 29 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 04:07 | yes | 0 | 27 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 00:57 | yes | 0 | 128 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-14 23:37 | no | 0 | 8 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 03:46 | yes | 8 | 10 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 01:27 | yes | 7 | 14 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 04:43 | yes | 15 | 25 s |
| Comparative | Perplexity Sonar | sonar | 2026-09-15 00:40 | yes | 20 | 9 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 01:22 | yes | 0 | 8 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 01:51 | yes | 0 | 9 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-14 23:58 | yes | 0 | 23 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 04:23 | yes | 0 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 00:04 | yes | 0 | 29 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 03:46 | yes | 0 | 36 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-14 23:42 | yes | 0 | 72 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 00:50 | yes | 0 | 11 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 01:29 | yes | 7 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 04:05 | yes | 4 | 4 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 00:26 | yes | 17 | 20 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-09-15 01:58 | yes | 19 | 5 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-15 04:20 | yes | 0 | 8 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-14 22:56 | yes | 0 | 8 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-15 02:56 | yes | 0 | 9 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 02:37 | yes | 0 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-14 23:00 | yes | 0 | 22 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 00:45 | yes | 0 | 15 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-14 23:22 | yes | 0 | 28 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 04:45 | no | 0 | 8 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 00:24 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 02:18 | no | 0 | 5 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 01:34 | yes | 12 | 25 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-09-15 03:26 | yes | 20 | 8 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-15 00:32 | yes | 0 | 8 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 00:34 | no | 0 | 5 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-14 23:38 | yes | 0 | 23 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 03:04 | yes | 0 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 01:42 | no | 0 | 34 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 02:34 | yes | 0 | 86 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 02:08 | yes | 0 | 13 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 03:58 | no | 0 | 10 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 03:30 | yes | 14 | 8 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 03:54 | yes | 3 | 5 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 00:44 | yes | 6 | 19 s |
| Negative framing | Perplexity Sonar | sonar | 2026-09-15 04:46 | yes | 20 | 6 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-15 01:08 | yes | 0 | 9 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 00:17 | yes | 0 | 8 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-14 22:58 | yes | 0 | 53 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 04:35 | yes | 0 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 03:05 | yes | 0 | 40 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 00:23 | yes | 0 | 32 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 01:11 | yes | 0 | 14 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 02:50 | yes | 0 | 19 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 (Marketing Hub + CRM) read as HubSpot Marketing Hub
HubSpot (Marketing Hub Paid Tiers) read as HubSpot Marketing Hub
HubSpot (Marketing Hub Professional or Starter) read as HubSpot Marketing Hub
HubSpot (Marketing Hub Starter) read as HubSpot Marketing Hub
HubSpot (Marketing Hub) read as HubSpot Marketing Hub
HubSpot (Professional/Enterprise tiers) read as HubSpot Marketing Hub
Salesforce read as Salesforce Marketing Cloud Account Engagement
Zoho read as Zoho Marketing Automation
Unresolved, counted raw
Lusher
Discontinued, still offered
No shut-down product was recommended here.