Email marketing platforms for small business buyers
Asked as “email marketing platform”, and as “email marketing tool”, on behalf of a small B2B company. 55 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
25%
Contested · HubSpot Marketing Hub 24%
25ActiveCampaign24HubSpot Marketing Hub18Brevo33others
25% of first choices, contested.
Since September 2026▼−8Since September 2026: 36% → 28%, −8 points. Inside the 11-point floor: within noise. Read over the models both editions asked.ActiveCampaign held the lead, −8 points on 36%, inside the 11-point 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
ActiveCampaign25%Contested▼−8Since September 2026: 36% → 28%, −8 points. Inside the 11-point floor: within noise. Read over the models both editions asked.This pageMid-market
HubSpot Marketing Hub35%Contested↗new leaderNew leader since September 2026: HubSpot Marketing Hub (32%) replaces ActiveCampaign (40% then, 30% now), 2 points clear, inside the 11-point floor.Standing →EnterpriseHubSpot Marketing Hub29%Contested↗new leaderNew leader since September 2026: HubSpot Marketing Hub (34%) replaces Adobe Marketo Engage (23% then, 28% now), 6 points clear, inside the 11-point floor.Standing →
ActiveCampaign25%Contested▼−8Since September 2026: 36% → 28%, −8 points. Inside the 11-point floor: within noise. Read over the models both editions asked.This pageMid-marketHubSpot Marketing Hub35%Contested↗new leaderNew leader since September 2026: HubSpot Marketing Hub (32%) replaces ActiveCampaign (40% then, 30% now), 2 points clear, inside the 11-point floor.Standing →EnterpriseHubSpot Marketing Hub29%Contested↗new leaderNew leader since September 2026: HubSpot Marketing Hub (34%) replaces Adobe Marketo Engage (23% then, 28% now), 6 points clear, inside the 11-point floor.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
01ActiveCampaign25%14%50accepted challenger▼−8Since September 2026: 36% → 28%, −8 points. Inside the 11-point floor: within noise. Read over the models both editions asked.36% → 28%
ActiveCampaign25%14%50accepted challenger▼−8Since September 2026: 36% → 28%, −8 points. Inside the 11-point floor: within noise. Read over the models both editions asked.36% → 28%02HubSpot Marketing Hub24%14%42accepted challenger▲+11Since September 2026: 10% → 21%, +11 points. Past the 11-point floor: movement. Read over the models both editions asked.10% → 21%
HubSpot Marketing Hub24%14%42accepted challenger▲+11Since September 2026: 10% → 21%, +11 points. Past the 11-point floor: movement. Read over the models both editions asked.10% → 21%03
Brevo18%3%64accepted challenger▲+3Since September 2026: 14% → 17%, +3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.14% → 17%
Brevo18%3%64accepted challenger▲+3Since September 2026: 14% → 17%, +3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.14% → 17%04
MailerLite13%2%51accepted challenger▼−1Since September 2026: 14% → 13%, −1 point. Inside the 11-point floor: within noise. Read over the models both editions asked.14% → 13%
MailerLite13%2%51accepted challenger▼−1Since September 2026: 14% → 13%, −1 point. Inside the 11-point floor: within noise. Read over the models both editions asked.14% → 13%05
Sender11%0%22accepted challenger▼−3Since September 2026: 14% → 11%, −3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.14% → 11%
Sender11%0%22accepted challenger▼−3Since September 2026: 14% → 11%, −3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.14% → 11%06
Mailchimp5%42%53criticized challenger=heldSince September 2026: 6% → 6%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.6% → 6%
Mailchimp5%42%53criticized challenger=heldSince September 2026: 6% → 6%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.6% → 6%07
EmailOctopus2%0%12accepted challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 2%
EmailOctopus2%0%12accepted challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 2%08
Zoho Campaigns2%0%12accepted challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 2%
Zoho Campaigns2%0%12accepted challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 2%Show the three products at 0%, ordered by negative rate
11
Constant Contact0%48%25criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
Constant Contact0%48%25criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%10
Kit0%21%14accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
Kit0%21%14accepted 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
Klaviyo0%21%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%21%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%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 twenty-eight head-to-head pages: the top eight products, each against each
HubSpot Marketing Hub vs SenderHubSpot Marketing Hub vs KlaviyoHubSpot Marketing Hub vs MoosendHubSpot Marketing Hub vs MailchimpActiveCampaign vs BrevoActiveCampaign vs MailerLiteActiveCampaign vs SenderActiveCampaign vs KlaviyoActiveCampaign vs MoosendActiveCampaign vs MailchimpBrevo vs MailerLiteBrevo vs SenderBrevo vs KlaviyoBrevo vs MoosendBrevo vs MailchimpMailerLite vs SenderMailerLite vs KlaviyoMailerLite vs MoosendMailerLite vs MailchimpSender vs KlaviyoSender vs MoosendSender vs MailchimpKlaviyo vs MoosendKlaviyo vs MailchimpMoosend vs Mailchimp
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 →
0102030405060708091011Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01ActiveCampaign25%
ActiveCampaign25%02HubSpot Marketing Hub24%
HubSpot Marketing Hub24%03Brevo18%
Brevo18%04MailerLite13%
MailerLite13%05Sender11%
Sender11%06Mailchimp5%
Mailchimp5%07EmailOctopus2%
EmailOctopus2%08Zoho Campaigns2%
Zoho Campaigns2%09Klaviyo0%
Klaviyo0%10Kit0%
Kit0%11Constant Contact0%
Constant Contact0%What they warned about
Seven of fourteen models held their first choice under the paraphrase. Gemini 3.5 Flash, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Kimi K2, MiniMax M2.5 and Muse Glimmer 30B 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.
Mailchimp42%
22 of 53 labels negative · 14 of 14 models · 5 hard negative
“Mailchimp ... has undergone major changes that make it a risky choice for budget-conscious teams” Gemini 3.5 Flash, negative prompt
Constant Contact48%
12 of 25 labels negative · 10 of 14 models · 4 hard negative
“charges per contact, not per email, which means costs can **scale quickly**” Mistral Small, negative prompt
HubSpot Marketing Hub14%
6 of 42 labels negative · 6 of 14 models · 3 hard negative
“a small-business-oriented review says to **avoid HubSpot at the small-business stage** because pricing rises aggressively beyond the entry tier” Perplexity Sonar, negative prompt
ActiveCampaign14%
7 of 50 labels negative · 6 of 14 models
“step up to Klaviyo/ActiveCampaign only when automation needs justify the higher cost and steeper learning curve” Muse Glimmer 30B, budget 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. 914 links across 203 sites, every framing counted. Ranked by the number of answers carrying the site or page. None of the 252 answers across every segment cited this index's own page for the category.
vendor site · Capterra37 answers · 39 citations · 12 models
vendor site · Sequenzy30 answers · 44 citations · 12 models
30 answers · 33 citations · 11 models
vendor site · Mailtrap27 answers · 31 citations · 11 models
vendor site · Brevo25 answers · 33 citations · 9 models
23 answers · 27 citations · 9 models
22 answers · 23 citations · 8 models
vendor site · ActiveCampaign21 answers · 32 citations · 11 models
21 answers · 29 citations · 12 models
vendor site · Sender21 answers · 29 citations · 11 models
vendor site · ZoomInfo19 answers · 23 citations · 10 models
vendor site · Hostinger19 answers · 19 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.
34 answers · 10 models
27 answers · 11 models
23 answers · 9 models
19 answers · 8 models
17 answers · 6 models
17 answers · 9 models
17 answers · 8 models
15 answers · 7 models
14 answers · 6 models
14 answers · 10 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 email marketing platform”, “email marketing 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 | 25% | 445 | 18,100 | 307 | 235,709 | $1,424 | 32 | |
| HubSpot parent site HubSpot Marketing Hub 24% | 24% | 934 | 368,000 | 9,776 | ||||
| Brevo brevo.com Brevo 18%, Brevo [formerly Sendinblue] 0% | 18% | 386 | 40,500 | 327 | 81,741 | $17,847 | 106 | 9 |
| MailerLite mailerlite.com | 13% | 157 | 49,500 | 311 | 59,716 | $85 | 115 | 7 |
| Sender sender.net | 11% | 105 | 9,900 | 10,349 | 69,078 | 13 | ||
| Intuit mailchimp.com Mailchimp 5% | 5% | 339 | 368,000 | 6,862 | 1,931,402 | $1,214 | 107 | 3 |
| EmailOctopus emailoctopus.com | 2% | 18 | 2,400 | 33 | 19,496 | 38 | ||
| Zoho parent site Zoho Campaigns 2% | 2% | 23 | 5,400 | 58 | ||||
| Klaviyo klaviyo.com | 0% | 353 | 90,500 | 1,560 | 200,057 | $572 | 20 | |
| Moosend moosend.com | 0% | 38 | 1,900 | 19 | 71,515 | 2 |
Google's top ten for the two searches hold 11 sites; 4 of them are among the sites the models cited here (brevo.com, emailtooltester.com, emailvendorselection.com, mailtrap.io). The first result for “best email marketing platform” is emailvendorselection.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 email marketing platform for a small B2B company?”Paraphrase“Which email marketing tool would you recommend to a small business that sells to other businesses?”Comparative“What are the top email marketing platforms for a small team and how do they differ?”Budget-constrained“What is the best email marketing platform for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating an email marketing platform. What should we look at?”Negative“Which email marketing platforms should a small business avoid or be cautious about?”
Claude Haiku 4.5HubSpot Marketing Hub, MailchimpHubSpot Marketing Hub, MailchimpHeldMailerLiteMailerLiteno first choiceagainst: Adobe Campaign, Brevo, GetResponse, HubSpot Marketing Hub, Kit, Mailchimp
Two alternatives
AWeber, GetResponseFive alternatives
ActiveCampaign, Brevo, Constant Contact, HubSpot Marketing Hub, OmnisendThree alternatives
Brevo, EmailOctopus, MoosendGPT-5.4 miniActiveCampaignActiveCampaignHeldConstant Contactagainst: HubSpot Marketing HubBrevo, MailerLiteagainst: Mailchimpno first choiceagainst: EmailDelivery.com, Mailtrap
Three alternatives
Brevo, HubSpot Marketing Hub, MailchimpTwo alternatives
Constant Contact, HubSpot Marketing HubThree alternatives
Brevo, Klaviyo, MailchimpGemini 3.5 FlashHubSpot Marketing HubActiveCampaign, HubSpot Marketing HubChangedagainst: KitMailerLiteSenderagainst: ActiveCampaign, Mailchimp, MailerLiteActiveCampaignagainst: Adobe Marketo Engage, Salesforce Marketing Cloudagainst: Constant Contact, HubSpot Marketing Hub, Instantly, Keap, Lemlist, Mailchimp, Salesforce Marketing Cloud, Woodpecker
Four alternatives
ActiveCampaign, Apollo.io, Brevo, MailerLiteFour alternatives
Apollo.io, Brevo, Instantly, SmartleadFive alternatives
ActiveCampaign, Beehiiv, Brevo, Kit, KlaviyoFour alternatives
Brevo, EmailOctopus, Flodesk, MoosendFive alternatives
Brevo, HubSpot Marketing Hub, Kit, Klaviyo, MailerLitePerplexity SonarHubSpot Marketing HubHubSpot Marketing HubHeldMailchimpBrevo, MailerLiteno first choiceagainst: ActiveCampaign, Constant Contact, HubSpot Marketing Hub, Mailchimp
Two alternatives
ActiveCampaign, MailerLiteTwo alternatives
ActiveCampaign, MailchimpSix alternatives
Brevo, Constant Contact, GetResponse, HubSpot Marketing Hub, MailerLite, MoosendOne alternative
SenderGrok 4.1 FastActiveCampaignActiveCampaignHeldagainst: MailchimpMailchimpagainst: Constant ContactBrevo, MailerLiteagainst: Constant Contact, MailchimpBrevoagainst: AWeber, Brevo, Constant Contact, Kit, Mailchimp, Robly, SendMails
Three alternatives
Brevo, HubSpot Marketing Hub, MailchimpTwo alternatives
Brevo, MailerLiteThree alternatives
ActiveCampaign, Brevo, MailerLiteThree alternatives
Omnisend, Sender, Zoho CampaignsTwo alternatives
ActiveCampaign, MailerLiteMistral SmallHubSpot Marketing Hubno first choiceChangedBrevo, MailerLiteSenderno first choiceagainst: Constant Contact, Drip, HubSpot Marketing Hub, Mailchimp
Four alternatives
ActiveCampaign, Brevo, Sequenzy, Zoho CampaignsThree alternatives
AWeber, Mailchimp, Zoho CampaignsFour alternatives
Brevo, EmailOctopus, MailerLite, Systeme.ioDeepSeek V4 FlashActiveCampaignBrevoChangedMailerLiteBrevo, Senderagainst: Mailchimpno first choiceagainst: Klaviyo, Mailchimpagainst: AWeber, ActiveCampaign, Constant Contact, Mailchimp, Sendinblue, iContact
Two alternatives
Brevo, HubSpot Marketing HubThree alternatives
ActiveCampaign, HubSpot Marketing Hub, MailerLiteFive alternatives
Brevo, HubSpot Marketing Hub, Kit, Klaviyo, MailchimpThree alternatives
EmailOctopus, MailerLite, Zoho CampaignsFive alternatives
ActiveCampaign, Brevo, HubSpot Marketing Hub, MailerLite, MailjetLlama 4 MaverickHubSpot Marketing Hubno first choiceChangedno first choiceSenderno first choiceagainst: Constant Contact, Mailchimp
Two alternatives
Constant Contact, Mailtrap Email MarketingFour alternatives
Brevo, MailerLite, Mailjet, SendGridQwen 3.7 FlashActiveCampaignActiveCampaignHeldMailerLiteagainst: MailchimpBrevono first choiceagainst: ActiveCampaign, Constant Contact, Klaviyo, Mailchimp, Omnisend
Three alternatives
Brevo, HubSpot Marketing Hub, MailerLiteTwo alternatives
Mailchimp, SenderThree alternatives
ActiveCampaign, Brevo, HubSpot Marketing HubThree alternatives
MailerLite, Moosend, Zoho CampaignsKimi K2HubSpot Marketing HubActiveCampaignChangedagainst: HubSpot Marketing Hub, MailchimpBrevo, MailerLiteEmailOctopus, Senderno first choiceagainst: Constant Contact, Mailchimp
Three alternatives
ActiveCampaign, Brevo, Zoho CampaignsOne alternative
Zoho CampaignsFour alternatives
ActiveCampaign, Constant Contact, Kit, MailchimpTwo alternatives
Brevo, MailerLiteEight alternatives
ActiveCampaign, Brevo, HubSpot Marketing Hub, Klaviyo, Mailchimp, MailerLite, Moosend, OmnisendGLM 4.7 FlashXActiveCampaignActiveCampaignHeldBrevo, KlaviyoZoho Campaignsagainst: Mailchimpno first choiceagainst: GetResponse, HubSpot Marketing, Mailchimp, Robly, SendMails
Four alternatives
Brevo, HubSpot Marketing Hub, MailerLite, SequenzyTwo alternatives
Brevo, HubSpot Marketing HubThree alternatives
ActiveCampaign, Mailchimp, MailerLiteTwo alternatives
Brevo, MailerLiteMiniMax M2.5Brevo, MailerLiteagainst: ZoomInfo MarketingActiveCampaign, HubSpot Marketing HubChangedActiveCampaignMailchimp, MailerLiteno first choiceagainst: ActiveCampaign, Mailchimp
Two alternatives
ActiveCampaign, Zoho CampaignsTwo alternatives
Brevo, MailchimpFour alternatives
Brevo, Kit, Mailchimp, MailerLiteOne alternative
SendinblueGPT-6 LunaHubSpot Marketing HubHubSpot Marketing HubHeldMailerLiteBrevono first choiceagainst: Constant Contact, Klaviyo, Mailchimp
Two alternatives
ActiveCampaign, BrevoOne alternative
BrevoFour alternatives
Brevo, Kit, Klaviyo, MailchimpOne alternative
MailerLiteMuse Glimmer 30BHubSpot Marketing HubActiveCampaignChangedagainst: Klaviyono first choiceSenderagainst: ActiveCampaign, KlaviyoBrevo, MailerLiteagainst: ActiveCampaign, Benchmark Email, Constant Contact, Mailchimp, SendGrid
Three alternatives
ActiveCampaign, Brevo, SenderTwo alternatives
GetResponse, HubSpot Marketing HubFive alternatives
ActiveCampaign, Brevo [formerly Sendinblue], Constant Contact, Kit, formerly ConvertKit, MailchimpTwo alternatives
Brevo, MailerLiteEight alternatives
ActiveCampaign, Drip, HubSpot Marketing Hub, Insider, Keap, Klaviyo, Moosend, OmnisendBold 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 09:51 | no | 0 | 4 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:55 | yes | 4 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 13:31 | yes | 19 | 20 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-01 10:21 | yes | 17 | 3 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 14:12 | yes | 17 | 7 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 07:27 | yes | 7 | 6 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 11:26 | yes | 18 | 24 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 07:37 | yes | 5 | 1 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 12:42 | no | 0 | 29 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 13:36 | yes | 14 | 19 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:41 | yes | 14 | 65 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:13 | yes | 8 | 25 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-01 08:57 | yes | 3 | 12 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 08:14 | yes | 12 | 18 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 10:09 | no | 0 | 4 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:50 | yes | 4 | 4 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 11:07 | yes | 12 | 24 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-01 07:41 | yes | 19 | 2 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 11:45 | yes | 19 | 15 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 12:02 | no | 0 | 1 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 07:32 | yes | 17 | 32 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 11:33 | yes | 5 | 1 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 12:53 | yes | 5 | 21 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 13:33 | yes | 11 | 19 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 09:43 | yes | 10 | 84 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:54 | yes | 5 | 14 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-01 11:21 | yes | 2 | 10 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 11:08 | yes | 23 | 28 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 08:30 | yes | 9 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 12:07 | yes | 4 | 7 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:34 | yes | 13 | 21 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-01 09:24 | yes | 19 | 4 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:28 | yes | 24 | 10 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 13:00 | yes | 11 | 10 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 11:54 | yes | 25 | 36 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 13:50 | yes | 5 | 1 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:18 | yes | 9 | 26 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 14:13 | yes | 14 | 32 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 09:27 | yes | 25 | 41 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:26 | yes | 10 | 16 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-01 09:32 | yes | 5 | 23 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 09:50 | yes | 13 | 32 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 08:15 | yes | 9 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:01 | yes | 3 | 8 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 13:27 | yes | 18 | 22 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-01 09:56 | yes | 19 | 4 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 13:27 | yes | 14 | 5 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 14:07 | yes | 5 | 3 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:37 | yes | 14 | 19 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 12:37 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:03 | yes | 5 | 20 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 12:30 | yes | 9 | 14 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 09:34 | yes | 25 | 28 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 12:34 | no | 0 | 8 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 09:42 | yes | 2 | 6 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 08:01 | yes | 11 | 21 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 09:39 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 07:55 | no | 0 | 7 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:19 | yes | 3 | 21 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-01 09:05 | yes | 18 | 4 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 14:12 | yes | 15 | 8 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:13 | no | 0 | 6 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 08:24 | yes | 21 | 48 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 11:27 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:28 | no | 0 | 35 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:00 | yes | 18 | 30 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:45 | no | 0 | 13 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:05 | yes | 5 | 27 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 09:23 | yes | 2 | 15 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 13:58 | yes | 13 | 25 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 13:43 | yes | 14 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:59 | yes | 4 | 5 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:17 | yes | 26 | 25 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-01 10:11 | yes | 20 | 4 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 09:37 | yes | 23 | 10 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 09:53 | yes | 10 | 6 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:59 | yes | 24 | 41 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 13:47 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 13:25 | yes | 15 | 66 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 12:45 | yes | 24 | 30 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 08:26 | yes | 24 | 31 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 07:47 | yes | 13 | 26 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-01 07:51 | yes | 4 | 22 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:12 | yes | 13 | 28 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 read as HubSpot Marketing Hub
Zoho read as Zoho Campaigns
Unresolved, counted raw
EmailDelivery.com
Retainful
iContact
Discontinued, still offered
No shut-down product was recommended here.