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. 51 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
39%
Contested · HubSpot Marketing Hub 31%
39ActiveCampaign31HubSpot Marketing Hub25Brevo04others
39% of first choices, contested.
Since September 2026▼−11Since September 2026: 51% → 40%, −11 points. Past the 11-point floor: movement. Read over the models both editions asked.ActiveCampaign held the lead, −11 points on 51%, 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
ActiveCampaign39%Contested▼−11Since September 2026: 51% → 40%, −11 points. Past the 11-point floor: movement. Read over the models both editions asked.This pageMid-market
HubSpot Marketing Hub63%Clear leader▲+4Since September 2026: 57% → 61%, +4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.Standing →Enterprise
Adobe Marketo Engage53%Clear leader▼−7Since September 2026: 57% → 50%, −7 points. Inside the 11-point floor: within noise. Read over the models both editions asked.Standing →
ActiveCampaign39%Contested▼−11Since September 2026: 51% → 40%, −11 points. Past the 11-point floor: movement. Read over the models both editions asked.This pageMid-marketHubSpot Marketing Hub63%Clear leader▲+4Since September 2026: 57% → 61%, +4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.Standing →EnterpriseAdobe Marketo Engage53%Clear leader▼−7Since September 2026: 57% → 50%, −7 points. Inside the 11-point floor: within noise. Read over the models both editions asked.Standing →The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for a small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince September 2026
01ActiveCampaign39%6%67endorsed leader▼−11Since September 2026: 51% → 40%, −11 points. Past the 11-point floor: movement. Read over the models both editions asked.51% → 40%
ActiveCampaign39%6%67endorsed leader▼−11Since September 2026: 51% → 40%, −11 points. Past the 11-point floor: movement. Read over the models both editions asked.51% → 40%02HubSpot Marketing Hub31%26%69criticized default▲+6Since September 2026: 25% → 31%, +6 points. Inside the 11-point floor: within noise. Read over the models both editions asked.25% → 31%
HubSpot Marketing Hub31%26%69criticized default▲+6Since September 2026: 25% → 31%, +6 points. Inside the 11-point floor: within noise. Read over the models both editions asked.25% → 31%03
Brevo25%2%52accepted challenger▲+10Since September 2026: 15% → 24%, +10 points. Inside the 11-point floor: within noise. Read over the models both editions asked.15% → 24%
Brevo25%2%52accepted challenger▲+10Since September 2026: 15% → 24%, +10 points. Inside the 11-point floor: within noise. Read over the models both editions asked.15% → 24%04
Mailchimp4%38%42criticized challenger▲+3Since September 2026: 2% → 4%, +3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 4%
Mailchimp4%38%42criticized challenger▲+3Since September 2026: 2% → 4%, +3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 4%Show the six products at 0%, ordered by negative rate
10Adobe Marketo Engage0%72%18criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
Adobe Marketo Engage0%72%18criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%09
Keap0%55%11criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
Keap0%55%11criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%05
Klaviyo0%12%24accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
Klaviyo0%12%24accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%07
MailerLite0%9%11accepted challenger▼−4Since September 2026: 4% → 0%, −4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.4% → 0%
MailerLite0%9%11accepted challenger▼−4Since September 2026: 4% → 0%, −4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.4% → 0%08
Omnisend0%9%11accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
Omnisend0%9%11accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%06
GetResponse0%6%16accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
GetResponse0%6%16accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.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 is noise, and both are shown. Movement is read over the twelve models both editions asked; GPT-6 Luna, Muse Glimmer 30B joined this edition and are in the standing but not yet in the comparison. 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
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 →
01020304050607080910Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01ActiveCampaign39%
ActiveCampaign39%02HubSpot Marketing Hub31%
HubSpot Marketing Hub31%03Brevo25%
Brevo25%04Mailchimp4%
Mailchimp4%05Klaviyo0%
Klaviyo0%06GetResponse0%
GetResponse0%07MailerLite0%
MailerLite0%08Omnisend0%
Omnisend0%09Keap0%
Keap0%10Adobe Marketo Engage0%
Adobe Marketo Engage0%What they warned about
Seven of fourteen models held their first choice under the paraphrase. Gemini 3.5 Flash, Perplexity Sonar, 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.
HubSpot Marketing Hub26%
18 of 69 labels negative · 11 of 14 models · 1 hard negative
“it is generally not recommended for small businesses with tight budgets” Gemini 3.5 Flash, budget prompt
Adobe Marketo Engage72%
13 of 18 labels negative · 10 of 14 models · 12 hard negative
“Designed for mid-market and enterprise, not SMBs | • Overly complex workflows and interface | • Can be very expensive for small teams” GLM 4.7 FlashX, negative prompt
Mailchimp38%
16 of 42 labels negative · 9 of 14 models
“While user-friendly and suitable for very small lists, it may lack the depth and scalability needed as your business grows.” Mistral Small, negative prompt
Salesforce Marketing Cloud100%
8 of 8 labels negative · 7 of 14 models · 6 hard negative
“Platforms like Salesforce Marketing Cloud are designed for large enterprises... can be prohibitively expensive for small businesses” Mistral Small, negative prompt
What they cite
Citations exist only for the models that return a source list: fourteen of the fourteen in this edition, and all six flagship models on the expanded tier.
Sites the answers cite
74 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. 886 links across 228 sites, every framing counted. Ranked by the number of answers carrying the site or page. 2 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.
vendor site · GetResponse35 answers · 41 citations · 11 models
34 answers · 37 citations · 10 models
vendor site · Brevo30 answers · 43 citations · 12 models
vendor site · HubSpot24 answers · 31 citations · 11 models
vendor site · ActiveCampaign20 answers · 40 citations · 9 models
vendor site · Improvado20 answers · 20 citations · 11 models
vendor site · ZoomInfo19 answers · 26 citations · 9 models
vendor site · Bloomreach19 answers · 19 citations · 8 models
17 answers · 17 citations · 9 models
vendor site · Thinkific15 answers · 15 citations · 8 models
14 answers · 24 citations · 8 models
vendor site · Rework14 answers · 17 citations · 8 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.
31 answers · 10 models
26 answers · 9 models
26 answers · 10 models
20 answers · 11 models
19 answers · 8 models
16 answers · 9 models
15 answers · 8 models
15 answers · 9 models
15 answers · 8 models
14 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 | Best Google position |
|---|---|---|---|---|---|---|---|---|
| ActiveCampaign activecampaign.com | 39% | 445 | 18,100 | 307 | 235,709 | $1,424 | 32 | |
| HubSpot parent site HubSpot Marketing Hub 31%, HubSpot CRM 0% | 31% | 934 | 368,000 | 9,776 | ||||
| Brevo brevo.com | 25% | 386 | 40,500 | 327 | 81,741 | $17,847 | 106 | |
| Intuit mailchimp.com Mailchimp 4% | 4% | 339 | 368,000 | 6,862 | 1,931,402 | $1,214 | 107 | |
| Klaviyo klaviyo.com | 0% | 353 | 90,500 | 1,560 | 200,057 | $572 | 20 | 5 |
| GetResponse getresponse.com | 0% | 63 | 5,400 | 82 | 144,567 | 94 | ||
| MailerLite mailerlite.com | 0% | 157 | 49,500 | 311 | 59,716 | $85 | 115 | |
| Omnisend omnisend.com | 0% | 185 | 9,900 | 108 | 51,545 | $113 | 66 | |
| Zoho parent site Zoho Marketing Automation 0%, Zoho Campaigns 0%, Zoho CRM 0% | 0% | 332 | 49,500 | 660 | ||||
| EngageBay engagebay.com | 0% | 43 | 880 | 8 | 67,570 | 1 |
Google's top ten for the two searches hold 14 sites; 1 of them are among the sites the models cited here (pipeline.zoominfo.com). 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 4.5HubSpot Marketing HubHubSpot Marketing HubHeldHubSpot Marketing HubBrevo, Mailchimpno first choiceagainst: Adobe Marketo Engage, Klaviyo, Mailchimp, SALESmanago
Two alternatives
ActiveCampaign, Zoho MarketingPlusTwo alternatives
ActiveCampaign, BrevoFive alternatives
ActiveCampaign, Brevo, Freshsales, Klaviyo, MailchimpTwo alternatives
ActiveCampaign, HubSpot Marketing HubGPT-5.4 miniHubSpot Marketing HubHubSpot Marketing HubHeldActiveCampaign, HubSpot Marketing HubBrevoagainst: HubSpot Marketing Hubno first choiceagainst: ActiveCampaign, Dotdigital, HubSpot Marketing Hub, Klaviyo, Zoho Marketing Automation
Three alternatives
ActiveCampaign, Brevo, Zoho Marketing AutomationTwo alternatives
ActiveCampaign, Zoho Marketing AutomationThree alternatives
Brevo, Klaviyo, MailchimpOne alternative
Zoho Marketing AutomationGemini 3.5 FlashActiveCampaign, HubSpot Marketing HubActiveCampaignChangedActiveCampaignBrevoagainst: HubSpot Marketing Hubno first choiceagainst: Adobe Marketo Engage, Salesforce Marketing Cloudagainst: ActiveCampaign, Adobe Marketo Engage, Constant Contact, HubSpot Marketing Hub, Keap, Oracle Eloqua, Salesforce Marketing Cloud, legacy Mailchimp plans
Three alternatives
Brevo, Zoho CRM, Zoho Marketing AutomationThree alternatives
Apollo.io, Brevo, HubSpot Marketing HubFour alternatives
Brevo, HubSpot Marketing Hub, Klaviyo, MailchimpThree alternatives
ActiveCampaign, MailerLite, Zoho Marketing+Seven alternatives
ActiveCampaign, Customer.io, Drip, HubSpot Marketing Hub, Klaviyo, Omnisend, UserlistPerplexity SonarHubSpot Marketing HubActiveCampaignChangedHubSpot Marketing HubBrevoagainst: Mailchimpno first choiceagainst: Adobe Marketo Engage, Brevo, Constant Contact, GetResponse, HubSpot Marketing Hub, Kit, Mailchimp, MailerLite, Omnisend, Oracle Eloqua, Salesforce Marketing Cloud, Salesforce Marketing Cloud Account Engagement
Three alternatives
ActiveCampaign, Brevo, Zoho Marketing AutomationTwo alternatives
Brevo, GetResponseFour alternatives
ActiveCampaign, Brevo, GetResponse, MailchimpOne alternative
SenderGrok 4.1 FastActiveCampaignagainst: MailchimpActiveCampaignHeldagainst: MailchimpMailchimpBrevoagainst: ActiveCampaignHubSpot Marketing Hubagainst: Act-On, Adobe Marketo Engage, HubSpot Marketing Hub, Keap, Oracle Eloqua, Salesforce Marketing Cloud
Two alternatives
Brevo, HubSpot Marketing HubOne alternative
HubSpot Marketing HubFive alternatives
ActiveCampaign, Brevo, GetResponse, HubSpot Marketing Hub, KlaviyoThree alternatives
EngageBay, HubSpot Marketing Hub, MailchimpTwo alternatives
ActiveCampaign, GetResponseMistral SmallActiveCampaign, HubSpot Marketing Hubagainst: KlaviyoActiveCampaignChangedHubSpot Marketing HubBrevono first choiceagainst: Mailchimp, Salesforce Marketing Cloud
Two alternatives
Brevo, Customer.ioFour alternatives
ActiveCampaign, Brevo, Klaviyo, OmnisendOne alternative
ActiveCampaignDeepSeek V4 FlashActiveCampaignActiveCampaignHeldagainst: MailchimpActiveCampaignagainst: HubSpot Marketing HubBrevoagainst: Mailchimpno first choiceagainst: Adobe Marketo Engage, HubSpot Marketing Hub, Mailchimp, Oracle Eloqua, Salesforce Marketing Cloud
Two alternatives
Brevo, HubSpot Marketing HubThree alternatives
Brevo, HubSpot Marketing Hub, Zoho Marketing AutomationFour alternatives
Brevo, Klaviyo, Mailchimp, MailerLiteTwo alternatives
EngageBay, MailerLiteFour alternatives
ActiveCampaign, Brevo, HubSpot Marketing Hub, KeapLlama 4 MaverickActiveCampaignno first choiceChangedActiveCampaignBrevono first choicenothing named
Three alternatives
Brevo, Customer.io, GetResponseTwo alternatives
Brevo, MailchimpThree alternatives
ActiveCampaign, GetResponse, HubSpot Marketing HubQwen 3.7 FlashActiveCampaignagainst: MailchimpActiveCampaignHeldActiveCampaignagainst: KeapBrevoActiveCampaignagainst: HubSpot Marketing Hub, Mailchimpagainst: Adobe Experience Cloud, Adobe Marketo Engage, Customer.io, HubSpot Marketing Hub, Mailchimp, Salesforce Marketing Cloud
Two alternatives
HubSpot Marketing Hub, KeapTwo alternatives
HubSpot Marketing Hub, KeapThree alternatives
Customer.io, HubSpot Marketing Hub, MailchimpTwo alternatives
ActiveCampaign, GetResponseOne alternative
KeapKimi K2ActiveCampaignagainst: Adobe Marketo Engage, Salesforce Marketing Cloud Account EngagementHubSpot Marketing HubChangedActiveCampaignBrevoagainst: MailchimpActiveCampaign, HubSpot Marketing Hubagainst: Adobe Marketo Engage, Mailchimp, Salesforce Marketing Cloud Account Engagementagainst: Adobe Marketo Engage, HubSpot Marketing Hub, Keap, Salesforce Marketing Cloud Account Engagement
Two alternatives
Brevo, HubSpot Marketing HubOne alternative
ActiveCampaignSix alternatives
Brevo, HubSpot Marketing Hub, Kit, Klaviyo, Mailchimp, OmnisendThree alternatives
ActiveCampaign, Moosend, Zoho CampaignsOne alternative
KlaviyoGLM 4.7 FlashXActiveCampaign, HubSpot Marketing HubHubSpot Marketing HubChangedagainst: MailchimpActiveCampaign, BrevoBrevono first choiceagainst: Adobe Marketo Engage, HubSpot Marketing Hub, Salesforce Marketing Cloud
Two alternatives
Brevo, Zoho Marketing AutomationOne alternative
ActiveCampaignFour alternatives
HubSpot Marketing Hub, Klaviyo, Mailchimp, OmnisendSeven alternatives
ActiveCampaign, Constant Contact, EngageBay, GetResponse, HubSpot Marketing Hub, Klaviyo, MailerLiteMiniMax M2.5ActiveCampaignHubSpot Marketing HubChangedActiveCampaignMailchimpActiveCampaign, HubSpot Marketing Hubagainst: ActiveCampaign, Adobe Marketo Engage, HubSpot Marketing Hub, Marketing 360, Salesforce Marketing Cloud Account Engagement
One alternative
HubSpot Marketing HubTwo alternatives
Brevo, GetResponseFive alternatives
Brevo, GetResponse, HubSpot Marketing Hub, Mailchimp, MailerLiteFive alternatives
ActiveCampaign, HubSpot CRM, HubSpot Marketing Hub, Kit, SendinblueOne alternative
KlaviyoGPT-6 LunaHubSpot Marketing HubHubSpot Marketing HubHeldMailerLiteagainst: HubSpot Marketing HubBrevoagainst: HubSpot Marketing Hubno first choiceagainst: HubSpot Marketing Hub, Keap, Mailchimp, Salesforce Marketing Cloud Next Growth or Advanced
Two alternatives
ActiveCampaign, BrevoTwo alternatives
ActiveCampaign, Zoho Marketing AutomationThree alternatives
ActiveCampaign, Brevo, KlaviyoOne alternative
MailerLiteMuse Glimmer 30BActiveCampaignActiveCampaignHeldHubSpot Marketing HubBrevoagainst: HubSpot Marketing Hubno first choiceagainst: Act-On, Adobe Marketo Engage, HubSpot Marketing Hub, Keap, Oracle Eloqua, Salesforce Marketing Cloud Account Engagement
Three alternatives
GetResponse, HubSpot Marketing Hub, MailchimpOne alternative
HubSpot Marketing HubFour alternatives
ActiveCampaign, Brevo, Klaviyo, MailchimpThree alternatives
GetResponse, Kit, formerly ConvertKit, SenderBold 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. Full answer text is in the free responses file. Download the record
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 | 2026-10-01 11:36 | yes | 9 | 7 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 13:08 | yes | 4 | 4 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 07:27 | yes | 13 | 28 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-01 12:06 | yes | 19 | 3 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 12:43 | yes | 15 | 7 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 07:55 | yes | 10 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:10 | yes | 20 | 17 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 13:53 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 10:15 | no | 0 | 35 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:13 | yes | 10 | 16 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 09:02 | yes | 7 | 19 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:42 | yes | 5 | 13 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-01 10:03 | yes | 3 | 12 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:50 | yes | 13 | 23 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 07:37 | yes | 9 | 7 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:47 | yes | 3 | 4 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 09:25 | yes | 6 | 15 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-01 11:52 | yes | 16 | 2 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 13:03 | yes | 15 | 5 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 07:49 | yes | 5 | 3 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 13:02 | yes | 25 | 26 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 12:18 | yes | 5 | 1 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 13:43 | yes | 5 | 13 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:21 | yes | 14 | 24 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 11:22 | yes | 20 | 130 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:39 | yes | 5 | 25 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-01 10:17 | yes | 3 | 11 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 07:58 | yes | 14 | 19 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 13:32 | yes | 9 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:17 | yes | 2 | 6 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:16 | yes | 9 | 22 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-01 10:44 | yes | 19 | 3 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:12 | yes | 20 | 6 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 07:47 | yes | 15 | 9 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 08:20 | yes | 22 | 33 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:36 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 10:10 | yes | 10 | 21 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 13:19 | yes | 15 | 29 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 11:19 | yes | 12 | 142 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 13:06 | yes | 10 | 22 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-01 07:57 | yes | 6 | 26 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 13:16 | yes | 15 | 35 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 07:46 | yes | 9 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 11:27 | yes | 4 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:51 | yes | 15 | 19 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-01 13:57 | yes | 26 | 3 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 09:50 | yes | 15 | 5 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 14:03 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:22 | yes | 24 | 23 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:08 | yes | 5 | 1 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 10:56 | yes | 5 | 19 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:16 | yes | 10 | 23 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:19 | yes | 18 | 107 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 13:46 | no | 0 | 9 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 08:45 | yes | 3 | 11 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 11:32 | yes | 13 | 32 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 07:36 | no | 0 | 8 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 09:22 | no | 0 | 7 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:40 | yes | 12 | 24 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-01 08:23 | yes | 30 | 5 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 07:56 | yes | 12 | 8 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 07:35 | no | 0 | 6 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 11:25 | yes | 14 | 28 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 12:30 | yes | 5 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 12:22 | no | 0 | 34 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 09:24 | yes | 15 | 19 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 07:48 | no | 0 | 8 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 13:10 | no | 0 | 56 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 09:35 | yes | 2 | 16 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 09:52 | no | 0 | 3 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 13:50 | yes | 18 | 10 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 07:50 | yes | 5 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 14:15 | yes | 15 | 23 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-01 07:48 | yes | 18 | 3 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 08:06 | yes | 22 | 7 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:47 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 13:37 | yes | 22 | 45 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:56 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 13:55 | no | 0 | 35 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:33 | yes | 24 | 31 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 12:26 | yes | 12 | 86 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 12:52 | yes | 23 | 25 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-01 10:11 | yes | 4 | 16 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 14:14 | yes | 24 | 30 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 (Free/Starter Tier) read as HubSpot Marketing Hub
HubSpot (Marketing Hub) read as HubSpot Marketing Hub
HubSpot Marketing Hub Professional or Enterprise read as HubSpot Marketing Hub
Unresolved, counted raw
Salesforce Marketing Cloud Next Growth or Advanced
Zoho MarketingPlus
legacy Mailchimp plans
Discontinued, still offered
No shut-down product was recommended here.