Email marketing platforms
Asked as “email marketing platform”, and as “email marketing tool”, on behalf of a mid-market B2B company. 53 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
42%
Clear leader
42HubSpot Marketing Hub26ActiveCampaign11Brevo21others
42% of first choices, clear leader.
Since October 2026▲+7Since October 2026: 35% → 42%, +7 points. Inside the 11-point floor: within noise.HubSpot Marketing Hub held the lead, +7 points on 35%, 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
ActiveCampaign37%Contested▲+12Since October 2026: 25% → 37%, +12 points. Past the 11-point floor: movement.Standing →Mid-market
HubSpot Marketing Hub42%Clear leader▲+7Since October 2026: 35% → 42%, +7 points. Inside the 11-point floor: within noise.This pageEnterpriseHubSpot Marketing Hub41%Clear leader▲+12Since October 2026: 29% → 41%, +12 points. Past the 11-point floor: movement.Standing →
ActiveCampaign37%Contested▲+12Since October 2026: 25% → 37%, +12 points. Past the 11-point floor: movement.Standing →Mid-marketHubSpot Marketing Hub42%Clear leader▲+7Since October 2026: 35% → 42%, +7 points. Inside the 11-point floor: within noise.This pageEnterpriseHubSpot Marketing Hub41%Clear leader▲+12Since October 2026: 29% → 41%, +12 points. Past the 11-point floor: movement.Standing →The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for a mid-market B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01HubSpot Marketing Hub42%7%60endorsed leader▲+7Since October 2026: 35% → 42%, +7 points. Inside the 11-point floor: within noise.35% → 42%
HubSpot Marketing Hub42%7%60endorsed leader▲+7Since October 2026: 35% → 42%, +7 points. Inside the 11-point floor: within noise.35% → 42%02ActiveCampaign26%8%53accepted challenger▼−2Since October 2026: 28% → 26%, −2 points. Inside the 11-point floor: within noise.28% → 26%
ActiveCampaign26%8%53accepted challenger▼−2Since October 2026: 28% → 26%, −2 points. Inside the 11-point floor: within noise.28% → 26%03
Brevo11%5%55accepted challenger▼−1Since October 2026: 12% → 11%, −1 point. Inside the 11-point floor: within noise.12% → 11%
Brevo11%5%55accepted challenger▼−1Since October 2026: 12% → 11%, −1 point. Inside the 11-point floor: within noise.12% → 11%04
Zoho Campaigns11%7%15accepted challenger▲+11Since October 2026: 0% → 11%, +11 points. Past the 11-point floor: movement.0% → 11%
Zoho Campaigns11%7%15accepted challenger▲+11Since October 2026: 0% → 11%, +11 points. Past the 11-point floor: movement.0% → 11%05
MailerLite8%10%29accepted challenger▼−1Since October 2026: 9% → 8%, −1 point. Inside the 11-point floor: within noise.9% → 8%
MailerLite8%10%29accepted challenger▼−1Since October 2026: 9% → 8%, −1 point. Inside the 11-point floor: within noise.9% → 8%06
Sender2%8%12accepted challenger▼−2Since October 2026: 4% → 2%, −2 points. Inside the 11-point floor: within noise.4% → 2%
Sender2%8%12accepted challenger▼−2Since October 2026: 4% → 2%, −2 points. Inside the 11-point floor: within noise.4% → 2%Show the nine products at 0%, ordered by negative rate
14
Adobe Marketo Engage0%55%22criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Adobe Marketo Engage0%55%22criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%15
Constant Contact0%53%15criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Constant Contact0%53%15criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%13
Mailchimp0%42%55criticized challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%
Mailchimp0%42%55criticized challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%12
Kit0%31%13criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Kit0%31%13criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%08
Klaviyo0%25%32criticized challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%
Klaviyo0%25%32criticized challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%11
GetResponse0%23%13accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
GetResponse0%23%13accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%07
Salesforce Marketing Cloud Account Engagement0%12%16accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Salesforce Marketing Cloud Account Engagement0%12%16accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%09
Omnisend0%12%17accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Omnisend0%12%17accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%10
Customer.io0%0%10accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Customer.io0%0%10accepted 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
All fifteen head-to-head pages: the top six products, each against each
HubSpot Marketing Hub vs MailerLiteHubSpot Marketing Hub vs SenderActiveCampaign vs BrevoActiveCampaign vs Zoho CampaignsActiveCampaign vs MailerLiteActiveCampaign vs SenderBrevo vs Zoho CampaignsBrevo vs MailerLiteBrevo vs SenderZoho Campaigns vs MailerLiteZoho Campaigns vs SenderMailerLite vs Sender
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 →
010203040506070809101112131415Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative60%
Key
01HubSpot Marketing Hub42%
HubSpot Marketing Hub42%02ActiveCampaign26%
ActiveCampaign26%03Brevo11%
Brevo11%04Zoho Campaigns11%
Zoho Campaigns11%05MailerLite8%
MailerLite8%06Sender2%
Sender2%07Salesforce Marketing Cloud Account Engagement0%
Salesforce Marketing Cloud Account Engagement0%08Klaviyo0%
Klaviyo0%09Omnisend0%
Omnisend0%10Customer.io0%
Customer.io0%11GetResponse0%
GetResponse0%12Kit0%
Kit0%13Mailchimp0%
Mailchimp0%14Adobe Marketo Engage0%
Adobe Marketo Engage0%15Constant Contact0%
Constant Contact0%What they warned about
Five of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, Perplexity Sonar, Grok 4.20, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, GLM 4.7 FlashX and MiniMax M2.5 changed. A high negative share on a product with few labels is a warning. A low share on a product with many labels is salience, not sentiment.
Mailchimp42%
23 of 55 labels negative · 13 of 14 models · 2 hard negative
“Criticized for billing practices... Not recommended for use with purchased email lists” Mistral Small, negative prompt
Adobe Marketo Engage55%
12 of 22 labels negative · 8 of 14 models
“enterprise suites like Salesforce Marketing Cloud, Oracle Eloqua or Adobe Marketo Engage carry licensing costs and implementation complexity” Muse Glimmer 30B, scale prompt
Constant Contact53%
8 of 15 labels negative · 7 of 14 models · 1 hard negative
“Mentioned as a platform to avoid due to negative user experiences, including billing issues and limited features.” Mistral Small, negative prompt
Klaviyo25%
8 of 32 labels negative · 6 of 14 models · 2 hard negative
“For pure B2B, avoid overly e-commerce-focused tools like Klaviyo or Omnisend” Grok 4.20, paraphrase 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 13 of 14 models: citations where the model returns them, or the search results it consulted. 684 links across 214 sites, every framing counted. Ranked by the number of answers carrying the site or page. The other 1 model searched through a gateway that returned no source list on this edition. 21 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.
31 answers · 33 citations · 10 models
vendor site · Hostinger20 answers · 21 citations · 9 models
vendor site · Braze20 answers · 20 citations · 8 models
18 answers · 18 citations · 11 models
vendor site · Sequenzy17 answers · 21 citations · 10 models
17 answers · 17 citations · 10 models
15 answers · 17 citations · 9 models
vendor site · Mailchimp14 answers · 20 citations · 8 models
vendor site · Mailtrap14 answers · 16 citations · 8 models
vendor site · Capterra12 answers · 16 citations · 9 models
vendor site · Brevo11 answers · 13 citations · 7 models
11 answers · 11 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.
26 answers · 9 models
20 answers · 8 models
18 answers · 11 models
17 answers · 8 models
16 answers · 10 models
10 answers · 7 models
10 answers · 4 models
9 answers · 7 models
9 answers · 7 models
9 answers · 7 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 |
|---|---|---|---|---|---|---|---|---|
| HubSpot parent site HubSpot Marketing Hub 42% | 42% | 991 | 368,000 | 9,776 | ||||
| ActiveCampaign activecampaign.com | 26% | 437 | 18,100 | 307 | 235,709 | $1,424 | 32 | |
| Brevo brevo.com Brevo 11%, Brevo [formerly Sendinblue] 0% | 11% | 440 | 40,500 | 327 | 81,741 | $17,847 | 106 | 9 |
| Zoho parent site Zoho Campaigns 11% | 11% | 53 | 5,400 | 58 | ||||
| MailerLite mailerlite.com | 8% | 150 | 49,500 | 311 | 59,716 | $85 | 115 | 7 |
| Sender sender.net | 2% | 75 | 9,900 | 10,349 | 69,078 | 13 | ||
| Salesforce parent site Salesforce Marketing Cloud Account Engagement 0% | 0% | 127 | 550,000 | 60,632 | ||||
| Klaviyo klaviyo.com | 0% | 365 | 90,500 | 1,560 | 200,057 | $572 | 20 | |
| Omnisend omnisend.com | 0% | 199 | 9,900 | 108 | 51,545 | $113 | 66 | |
| Customer.io customer.io | 0% | 218 | 2,900 | 174 | 15,750 | $6,920 | 112 |
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, mailchimp.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 mid-market B2B company?”Paraphrase“Which email marketing tool would you recommend to a mid-sized B2B company?”Comparative“What are the top email marketing platforms and how do they differ?”Budget-constrained“What is the best email marketing platform for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating an email marketing platform. What should we look at?”Negative“Which email marketing platforms should I avoid or be cautious about?”
Claude Haiku 4.5ActiveCampaign, HubSpot Marketing HubActiveCampaignChangedno first choiceMailerLiteno first choiceagainst: Mailchimp
Two alternatives
Brevo, HubSpot Marketing HubThree alternatives
Brevo, EmailOctopus, MoosendGPT-5.4 miniHubSpot Marketing HubHubSpot Marketing HubHeldMailchimpBrevo, MailerLiteno first choicenothing named
Two alternatives
Adobe Marketo Engage, Salesforce Marketing Cloud Account EngagementOne alternative
ActiveCampaignSix alternatives
ActiveCampaign, Brevo, Constant Contact, GetResponse, HubSpot Marketing Hub, KlaviyoOne alternative
SenderGemini 3.5 FlashHubSpot Marketing Hubagainst: Adobe Marketo Engage, Brevo, Mailchimp, Oracle EloquaHubSpot Marketing HubHeldagainst: Mailchimp, MailerLiteKlaviyoMailerLiteagainst: Mailchimpno first choiceagainst: Constant Contact, Kit, Mailchimp
Four alternatives
ActiveCampaign, Adobe Marketo Engage, Customer.io, Salesforce Marketing Cloud Account EngagementThree alternatives
ActiveCampaign, Customer.io, Salesforce Marketing Cloud Account EngagementFive alternatives
ActiveCampaign, Brevo, HubSpot Marketing Hub, Kit, MailchimpFour alternatives
Brevo, Moosend, Omnisend, SenderSix alternatives
Braze, Customer.io, HubSpot Marketing Hub, Iterable, Klaviyo, Salesforce Marketing Cloud Account EngagementPerplexity SonarHubSpot Marketing HubActiveCampaignChangedno first choiceagainst: Adobe Campaign, Braze, Salesforce Marketing CloudBrevoagainst: Klaviyono first choiceagainst: Constant Contact, GetResponse, HubSpot Marketing Hub, Mailchimp
Three alternatives
ActiveCampaign, Adobe Marketo Engage, Oracle EloquaOne alternative
HubSpot Marketing HubSeven alternatives
ActiveCampaign, Brevo, HubSpot Marketing Hub, Kit, Klaviyo, Mailchimp, MailerLiteFour alternatives
EmailOctopus, MailerLite, Sender, Zoho CampaignsGrok 4.20ActiveCampaign, HubSpot Marketing Hubagainst: Adobe Marketo Engage, Klaviyo, Omnisend, Salesforce Marketing Cloud Account EngagementActiveCampaignChangedagainst: Adobe Marketo Engage, Klaviyo, Omnisend, Salesforce Marketing Cloud Account EngagementMailchimp, MailerLiteZoho Campaignsagainst: MailchimpHubSpot Marketing Hubagainst: Mailchimp, SendGridagainst: GetResponse, Kit, Klaviyo, Mailchimp, SendGrid, SendMails, Vertical Response
Four alternatives
Brevo, GetResponse, Mailchimp, Zoho CampaignsFour alternatives
Brevo, HubSpot Marketing Hub, Mailchimp, Zoho CampaignsThree alternatives
Brevo, HubSpot Marketing Hub, KlaviyoFour alternatives
Brevo, EmailOctopus, MailerLite, SenderTwo alternatives
ActiveCampaign, BrevoMistral SmallHubSpot Marketing Hubagainst: Adobe Marketo EngageActiveCampaignChangedno first choiceHubSpot Marketing Hub, Zoho Campaignsno first choiceagainst: ActiveCampaign, Constant Contact, Mailchimp, Vertical Response
Two alternatives
ActiveCampaign, Customer.ioThree alternatives
Brevo, HubSpot Marketing Hub, SalesTarget.aiFive alternatives
Brevo, Mailchimp, MailerLite, Moosend, SenderDeepSeek V4 FlashHubSpot Marketing Hubagainst: Adobe Marketo EngageActiveCampaignChangedno first choiceBrevoagainst: MailchimpHubSpot Marketing Hubagainst: Adobe Marketo Engage, Mailchimp, Salesforce Marketing Cloudagainst: ActiveCampaign, MailPoet, Mailchimp, Robly, SendGrid, SendMails
One alternative
ActiveCampaignFour alternatives
Adobe Marketo Engage, Brevo, HubSpot Marketing Hub, Salesforce Marketing Cloud Account EngagementEight alternatives
ActiveCampaign, Brevo, Constant Contact, HubSpot Marketing Hub, Klaviyo, Mailchimp, MailerLite, OmnisendFour alternatives
EmailOctopus, Kit, MailerLite, SenderFour alternatives
ActiveCampaign, Braze, Brevo, InsiderLlama 4 MaverickHubSpot Marketing HubActiveCampaignChangedno first choiceZoho Campaignsno first choiceagainst: Adobe Marketo Engage, Brevo, Constant Contact, Mailchimp
Three alternatives
ActiveCampaign, Brevo, MailchimpThree alternatives
Brevo, HubSpot Marketing Hub, MailchimpThree alternatives
Brevo, Mailchimp, MailjetQwen 3.7 FlashHubSpot Marketing HubActiveCampaignChangedno first choiceZoho Campaignsno first choiceagainst: AWeber, ActiveCampaign, Benchmark Email, Constant Contact, HubSpot Marketing Hub, Klaviyo, Mailchimp, VerticalResponse
Three alternatives
ActiveCampaign, Salesforce Marketing Cloud, Salesforce Marketing Cloud Account EngagementTwo alternatives
HubSpot Marketing Hub, Salesforce Marketing Cloud Account EngagementThree alternatives
Brevo, MailerLite, SenderKimi K2HubSpot Marketing Hubagainst: Adobe Marketo EngageHubSpot Marketing HubHeldno first choiceBrevono first choiceagainst: Kit, Klaviyo, Mailchimp, Mailjet, SendGrid
Two alternatives
ActiveCampaign, Salesforce Marketing Cloud Account EngagementTwo alternatives
ActiveCampaign, BrevoThree alternatives
MailerLite, Sender, Zoho CampaignsGLM 4.7 FlashXActiveCampaign, HubSpot Marketing Hubagainst: Klaviyo, MailchimpActiveCampaignChangedno first choiceMailerLite, Zoho Campaignsno first choiceagainst: ActiveCampaign, Brevo, Gmail, Mailchimp, Outlook, Vertical Response, Yahoo Mail
One alternative
Customer.ioTwo alternatives
Brevo, HubSpot Marketing HubTwo alternatives
Brevo, MailchimpMiniMax M2.5HubSpot Marketing Hubagainst: Adobe Marketo EngageActiveCampaignChangedagainst: Adobe Marketo Engageno first choiceBrevo, Zoho Campaignsagainst: Constant Contact, Mailchimpno first choiceagainst: Adobe Campaign, Salesforce Marketing Cloudagainst: AWeber, Constant Contact, HubSpot Marketing Hub, Mailchimp, SendGrid
Two alternatives
ActiveCampaign, BrevoTwo alternatives
Brevo, HubSpot Marketing HubOne alternative
OmnisendGPT-6 LunaHubSpot Marketing HubHubSpot Marketing HubHeldno first choiceSenderno first choiceagainst: HubSpot Marketing Hub, Mailchimp
Two alternatives
Adobe Marketo Engage, Salesforce Marketing Cloud Account EngagementTwo alternatives
Adobe Marketo Engage, Salesforce Marketing Cloud Account EngagementEight alternatives
ActiveCampaign, Brevo, HubSpot Marketing Hub, Kit, Klaviyo, Mailchimp, MailerLite, OmnisendOne alternative
BrevoMuse Glimmer 30BActiveCampaign, HubSpot Marketing HubActiveCampaign, HubSpot Marketing HubHeldno first choiceBrevono first choiceagainst: Adobe Marketo Engage, Mailchimp, MailerLite, Oracle Eloqua, Salesforce Marketing Cloudagainst: Brevo formerly Sendinblue, Constant Contact, GetResponse, HubSpot email component only, Kit, Klaviyo, Mailchimp, MailerLite, Microsoft Dynamics 365 Sales, SendGrid, Sender, Zoho Campaigns
Three alternatives
Adobe Marketo Engage, Oracle Eloqua, Salesforce Marketing Cloud Account EngagementOne alternative
Customer.ioSeven alternatives
ActiveCampaign, Brevo [formerly Sendinblue], Constant Contact, HubSpot Marketing Hub, Klaviyo, Mailchimp, OmnisendThree alternatives
MailerLite, Sender, Zoho CampaignsBold 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 13:17 | yes | 10 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 16:32 | yes | 3 | 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 13:22 | no | 0 | 16 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 12:32 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:09 | yes | 5 | 14 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 15:18 | yes | 5 | 5 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:58 | yes | 14 | 19 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 16:15 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 14:10 | yes | 5 | 26 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 16:32 | yes | 10 | 23 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 16:34 | yes | 15 | 22 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:18 | yes | 9 | 40 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:53 | yes | 3 | 16 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:19 | yes | 15 | 24 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:59 | yes | 10 | 7 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:05 | yes | 2 | 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 12:06 | no | 0 | 16 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 17:29 | yes | 10 | 3 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:15 | yes | 5 | 7 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:48 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 16:28 | yes | 13 | 19 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 15:53 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:41 | yes | 5 | 20 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:18 | yes | 14 | 20 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:14 | yes | 10 | 19 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:39 | yes | 5 | 17 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:15 | yes | 3 | 12 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:34 | yes | 11 | 15 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:12 | yes | 10 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:49 | yes | 7 | 7 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 09:12 | no | 0 | 17 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 13:05 | yes | 10 | 6 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:38 | yes | 5 | 15 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:34 | yes | 5 | 7 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 14:36 | yes | 24 | 41 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 16:48 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 16:32 | no | 0 | 26 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 13:47 | yes | 15 | 30 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 08:37 | yes | 9 | 36 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 08:36 | yes | 10 | 28 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:47 | yes | 8 | 15 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:45 | yes | 15 | 22 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:03 | yes | 9 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 14:50 | yes | 3 | 5 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 11:21 | no | 0 | 13 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 12:31 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:42 | yes | 5 | 8 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:15 | yes | 5 | 5 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 13:19 | yes | 25 | 24 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 13:47 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:57 | yes | 5 | 30 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:52 | yes | 5 | 13 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:20 | yes | 5 | 57 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 16:52 | yes | 5 | 20 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:20 | yes | 2 | 8 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:00 | yes | 15 | 22 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 16:44 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:44 | no | 0 | 8 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 09:20 | no | 0 | 15 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 12:13 | yes | 10 | 8 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:16 | yes | 10 | 13 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:21 | no | 0 | 6 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 15:27 | yes | 22 | 37 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 15:41 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:45 | yes | 10 | 66 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 13:41 | yes | 10 | 22 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 15:22 | yes | 14 | 29 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 08:53 | no | 0 | 37 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 16:25 | yes | 2 | 14 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:58 | yes | 14 | 21 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:32 | yes | 19 | 11 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 17:01 | yes | 4 | 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 12:23 | no | 0 | 15 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 08:54 | yes | 10 | 4 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:32 | yes | 9 | 14 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:37 | yes | 5 | 6 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:14 | yes | 25 | 24 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 16:12 | yes | 5 | 5 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:06 | yes | 10 | 19 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 14:08 | yes | 25 | 29 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:51 | yes | 13 | 17 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 13:29 | yes | 10 | 32 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 16:55 | yes | 3 | 20 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 13:39 | yes | 20 | 20 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
Adobe read as Adobe Campaign
HubSpot read as HubSpot Marketing Hub
HubSpot (Marketing Hub) read as HubSpot Marketing Hub
Hubspot read as HubSpot Marketing Hub
Salesforce read as Salesforce Marketing Cloud
Unresolved, counted raw
Acumbamail
Brevo formerly Sendinblue
Gmail
HubSpot email component only
MailPoet
SalesTarget.ai
VerticalResponse
Yahoo Mail
Discontinued, still offered
No shut-down product was recommended here.