AI marketing agents
Asked as “AI marketing agent”, and as “AI agent that creates marketing content and campaigns”, on behalf of a mid-market B2B company. 49 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each. Added to the November 2026 Edition.
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
35%
Contested · ChatGPT 8%
35HubSpot Breeze08ChatGPT08HubSpot Marketing Hub49others
35% of first choices, contested.
Since October 2026▲+4Since October 2026: 31% → 35%, +4 points. Inside the 11-point floor: within noise.HubSpot Breeze held the lead, +4 points on 31%, 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
HubSpot Breeze21%Contested▼−11Since October 2026: 32% → 21%, −11 points. Inside the 11-point floor: within noise.Standing →Mid-marketHubSpot Breeze35%Contested▲+4Since October 2026: 31% → 35%, +4 points. Inside the 11-point floor: within noise.This pageEnterprise
Salesforce Agentforce Marketing43%Clear leader▲+15Since October 2026: 28% → 43%, +15 points. Past the 11-point floor: movement.Standing →
HubSpot Breeze21%Contested▼−11Since October 2026: 32% → 21%, −11 points. Inside the 11-point floor: within noise.Standing →Mid-marketHubSpot Breeze35%Contested▲+4Since October 2026: 31% → 35%, +4 points. Inside the 11-point floor: within noise.This pageEnterpriseSalesforce Agentforce Marketing43%Clear leader▲+15Since October 2026: 28% → 43%, +15 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 Breeze35%2%43endorsed leader▲+4Since October 2026: 31% → 35%, +4 points. Inside the 11-point floor: within noise.31% → 35%
HubSpot Breeze35%2%43endorsed leader▲+4Since October 2026: 31% → 35%, +4 points. Inside the 11-point floor: within noise.31% → 35%02
Jasper6%12%42accepted challenger▲+2Since October 2026: 4% → 6%, +2 points. Inside the 11-point floor: within noise.4% → 6%
Jasper6%12%42accepted challenger▲+2Since October 2026: 4% → 6%, +2 points. Inside the 11-point floor: within noise.4% → 6%Show the three products at 0%, ordered by negative rate
04Salesforce Agentforce Marketing0%21%24accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Salesforce Agentforce Marketing0%21%24accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%05
Relevance AI0%8%13accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Relevance AI0%8%13accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%03
Copy.ai0%5%20accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%
Copy.ai0%5%20accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 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.
For buyers
Head to head
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 →
0102030405Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01HubSpot Breeze35%
HubSpot Breeze35%02Jasper6%
Jasper6%03Copy.ai0%
Copy.ai0%04Salesforce Agentforce Marketing0%
Salesforce Agentforce Marketing0%05Relevance AI0%
Relevance AI0%What they warned about
Five of fourteen models held their first choice under the paraphrase. GPT-5.4 mini, Gemini 3.5 Flash, Grok 4.20, Mistral Small, Llama 4 Maverick, GLM 4.7 FlashX, MiniMax M2.5, GPT-6 Luna 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.
Salesforce Agentforce Marketing21%
5 of 24 labels negative · 5 of 14 models · 3 hard negative
“The search results provide several AI marketing agents that should be avoided or used with caution. Some of the agents mentioned include Salesforce Agentforce, Jasper, and HubSpot Marketing Hub.” Llama 4 Maverick, negative prompt
Jasper12%
5 of 42 labels negative · 4 of 14 models · 4 hard negative
“should be avoided or used with caution. Some of the agents mentioned include Salesforce Agentforce, Jasper, and HubSpot Marketing Hub.” Llama 4 Maverick, negative prompt
HubSpot40%
2 of 5 labels negative · 2 of 14 models · 1 hard negative
“Examples: Salesforce Agentforce, HubSpot’s outcome-based pricing - Why avoid: These models can lead to unpredictable costs” Mistral Small, negative prompt
1010 Digital Works LLC
100%
1 of 1 labels negative · 1 of 14 models · 1 hard negative
“MindSift LLC and 1010 Digital Works LLC deceived customers by claiming they used a special algorithm to listen in on and detect pertinent conversations” Muse Glimmer 30B, negative prompt
What they cite
Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted.
Sites the answers cite
75 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. 787 links across 323 sites, every framing counted. Ranked by the number of answers carrying the site or page. 69 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.
publisher (Gane)24 answers · 32 citations · 10 models
vendor site · folk15 answers · 15 citations · 9 models
vendor site · Kite14 answers · 21 citations · 10 models
vendor site · Supermetrics11 answers · 11 citations · 6 models
vendor site · HubSpot10 answers · 11 citations · 6 models
10 answers · 10 citations · 3 models
vendor site · Rework10 answers · 10 citations · 8 models
9 answers · 14 citations · 5 models
vendor site · HubSpot9 answers · 14 citations · 4 models
vendor site · Jasper9 answers · 13 citations · 7 models
vendor site · Superscale9 answers · 12 citations · 6 models
vendor site · Factors.ai9 answers · 11 citations · 7 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.
15 answers · 9 models
14 answers · 9 models
11 answers · 6 models
10 answers · 3 models
9 answers · 7 models
9 answers · 6 models
8 answers · 4 models
7 answers · 4 models
7 answers · 4 models
7 answers · 6 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 “ai marketing agent”, “best ai marketing agent”. 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 |
|---|---|---|---|---|---|---|---|
| HubSpot parent site HubSpot Breeze 35%, HubSpot Marketing Hub 8% | 43% | 991 | 368,000 | 9,776 | |||
| OpenAI openai.com ChatGPT 8% | 8% | 58 | 124,000,000 | 218,639 | 41,056,966 company | $3,732 | 117 |
| Kite kite.ai | 8% | 32 | |||||
| Simplified's Marketing Agent, Riley simplified.com | 8% | 21 | |||||
| Jasper jasper.ai | 6% | 173 | 165,000 | 46,711 | 115,679 | 12 | |
| HubSpot hubspot.com HubSpot Breeze Content Agent 2%, HubSpot 2% | 4% | 70 | 368,000 | 9,776 | 2,276,428 | $83,922 | 76 |
| Brevo brevo.com | 2% | 440 | 40,500 | 327 | 81,741 | $17,847 | 106 |
| Intuit mailchimp.com Mailchimp 2% | 2% | 328 | 368,000 | 6,862 | 1,931,402 | $1,214 | 107 |
| Buffer buffer.com | 2% | 202 | 90,500 | 35,151 | 966,256 | 18 | |
| Claude Projects | 2% |
Google's top ten for the two searches hold 14 sites; 1 of them are among the sites the models cited here (g2.com). The first result for “ai marketing agent” is salesforce.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 AI marketing agent for a mid-market B2B company?”Paraphrase“Which AI agent that creates marketing content and campaigns would you recommend to a mid-sized B2B company?”Comparative“What are the top AI marketing agents and how do they differ?”Budget-constrained“What is the best AI marketing agent for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating an AI marketing agent. What should we look at?”Negative“Which AI marketing agents should I avoid or be cautious about?”
Claude Haiku 4.5HubSpot BreezeHubSpot BreezeHeldHyperOcoyano first choicenothing named
Six alternatives
Copy.ai, Improvado AI Agent, Jasper, Matrix Marketing Group, Relevance AI, TofuThree alternatives
Copy.ai, Jasper, TofuFive alternatives
Copy.ai, Deskferry, HubSpot Breeze, Jasper, Salesforce Agentforce MarketingEight alternatives
ActiveCampaign, Carly, Claygent, Copy.ai, Enrich Labs, HubSpot, HubSpot Breeze, JasperGPT-5.4 miniHubSpotHubSpot Marketing HubChangedSalesforce Agentforce Marketing, Salesforce Marketing Cloud Account EngagementBrevo, HubSpot Marketing Hubno first choiceagainst: OpenAI
Six alternatives
6sense, Adobe Experience Cloud, Adobe Marketo Engage, Qualified, Salesforce Marketing Cloud, Salesforce Marketing Cloud Account EngagementOne alternative
Salesforce Agentforce MarketingFour alternatives
ActiveCampaign Autonomous Marketing, Adobe AI Agents / AEP Agent Orchestrator, HubSpot Breeze, Jasper AgentsOne alternative
AiSDRGemini 3.5 FlashHubSpot BreezeJasperChangedno first choiceChatGPT, Claude Projectsno first choicenothing named
Five alternatives
6sense AI Agents, Clay, Demandbase, Salesforce Agentforce Marketing, Tofu HQThree alternatives
Copy.ai, HubSpot Breeze, WriterSeven alternatives
Albert.ai, Breyta, Gumloop, HubSpot Breeze, Lindy, Salesforce Agentforce Marketing, Superscale AIEight alternatives
Brevo, Breyta, Canva Magic Studio, CrewAI, Hyper, Metricool, Okara, Predis.aiPerplexity SonarHubSpot BreezeHubSpot BreezeHeldHubSpot BreezeSymphonyagainst: Jasper, Salesforce Agentforce Marketingno first choicenothing named
Six alternatives
Clay, Factors.ai, Make AI Agents, Salesforce Agentforce Marketing, Tofu, n8nThree alternatives
Copy.ai, Jasper, MojoEleven alternatives
Copy.ai, Google Performance Max, Jasper, Klaviyo AI, Make, Meta Advantage+, Relevance AI, Salesforce Agentforce Marketing, Supermetrics AI, Zapier Agents, n8nFive alternatives
Flick, HubSpot Breeze, Kite, Relevance AI, Zapier AgentsGrok 4.20HubSpot's Breeze AIagainst: Copy.ai, JasperHubSpot BreezeChangedagainst: Salesforce Agentforce MarketingHubSpot Breeze, JasperSimplified's Marketing Agent, Rileyagainst: Jasper, Jasper IQno first choiceagainst: AdCreative.ai, Auto-GPT, Claude, Instantly, Make, OpenAI Assistants, Pencil, Zapier
Four alternatives
Profound, Salesforce Agentforce Marketing, Salesforce Marketing Cloud, Strivelabs / Dojo AITwo alternatives
Growth Method, JasperSix alternatives
Adobe Real-Time CDP, Profound, Relevance AI, Salesforce Agentforce Marketing, TurboAgents, Whatagraph IQ AgentsFive alternatives
Albert.ai, Brevo, Copy.ai, HubSpot Breeze, Kite AIMistral SmallHubSpot BreezeJasperChangedno first choiceKite, Simplified's AI Marketing Agent, Rileyno first choiceagainst: ChatSpot, HubSpot, Jasper, Salesforce Agentforce Marketing, Writer
Two alternatives
Relevance AI, folk CRMThree alternatives
HubSpot Breeze, Postiv, WriterFour alternatives
ChatGPT, Claude, HubSpot Breeze, ZapierDeepSeek V4 FlashHubSpot BreezeHubSpot BreezeHeldno first choiceKite, Simplified's Marketing Agent, Rileyno first choiceagainst: Google Performance Max, HubSpot Breeze
Six alternatives
6sense, Clay, Jasper, Profound, Salesforce Agentforce Marketing, SokuThree alternatives
AirOps, Copy.ai, JasperSix alternatives
HubSpot Breeze, Jasper, Klaviyo AI, Relevance AI, Salesforce Agentforce Marketing, Superscale AITwo alternatives
HubSpot Marketing Hub, Rudys.AILlama 4 MaverickHubSpot Breezeno first choiceChangedJasperKiteno first choiceagainst: HubSpot Marketing Hub, Jasper, Salesforce Agentforce Marketing
Three alternatives
6sense, Clay, JasperFour alternatives
AdCreative.ai, Cresva, HubSpot Breeze, WebmatikThree alternatives
Copy.ai, HubSpot Marketing Hub, JasperQwen 3.7 FlashHubSpot BreezeHubSpot BreezeHeldno first choiceChatGPTagainst: Surfer SEOno first choiceagainst: Ad Creative AI, Profound, ai.marketing
Four alternatives
6sense, Clay, Growth Method, JasperThree alternatives
Copy.ai, Jasper, Relevance AIFive alternatives
HubSpot Breeze, Relevance AI, Salesforce Agentforce Marketing, TurboAgents, Zapier AgentsFour alternatives
Canva, Flodesk, Mailchimp, Predis.aiKimi K2HubSpot BreezeHubSpot BreezeHeldSuperscale AIHyper AI, Simplified's Marketing Agent, Rileyagainst: HubSpotno first choicenothing named
One alternative
Salesforce Agentforce MarketingThree alternatives
Anyword, Copy.ai, JasperEight alternatives
Adobe AEP, CrewAI, HubSpot Breeze, Intempt Blu Super Agent, Jasper, Relevance AI, Salesforce Agentforce Marketing, TurboAgentsTwo alternatives
Agensio, AutoMarketing AIGLM 4.7 FlashXHubSpot Marketing Hubagainst: Adobe Marketo EngageHubSpot Breeze Content AgentChangedTurboAgentsChatGPT, Mailchimpno first choicenothing named
Two alternatives
ActiveCampaign AI, Salesforce Marketing Cloud Account EngagementOne alternative
JasperNine alternatives
HubSpot Breeze, Insider, Jasper, Klaviyo Marketing Agent, Lyzr AI, Make AI Agents, Salesforce Agentforce Marketing, ServoAgent, Superscale AIThree alternatives
Kite, Tidio, ZapierMiniMax M2.5HubSpot BreezeJasperChangedno first choiceChatGPTno first choicenothing named
Five alternatives
Copy.ai, Jasper, Relevance AI, Salesforce Agentforce Marketing, folk CRMThree alternatives
Growth Method, HubSpot Breeze, Salesforce Agentforce MarketingThree alternatives
Canva, HubSpot CRM, Zapier Free tierGPT-6 LunaHubSpot BreezeHubSpot's Campaign AgentChangedno first choiceBuffer, HubSpot Breeze Assistantagainst: Agent Hubno first choiceagainst: Rytr
Two alternatives
6sense, JasperOne alternative
JasperEight alternatives
Adobe Agent Orchestrator, Agentforce Marketing, HubSpot Breeze, Jasper Agents, Optimizely Agent Platform, Salesforce Marketing Cloud, Smartly, WriterMuse Glimmer 30BHubSpot Marketing Hubagainst: Salesforce Agentforce MarketingHubSpot BreezeChangedAlbert.aiagainst: CrewAI, Relevance AIKite, Simplified's Marketing Agent, Rileyno first choiceagainst: 1010 Digital Works LLC, Air AI Technologies, Inc. / Air.ai / Scale 13, Cox Media Group, DoNotPay, MindSift LLC
Two alternatives
Adobe Marketo Engage, folk CRMTwo alternatives
Growth Method, JasperEleven alternatives
AdCreative.ai, Blueshift, Copy.ai, Cresva, HubSpot Breeze, Iterable Nova Agent, Jasper, Madgicx, Salesforce Agentforce Marketing, Smartly, TofuTwo alternatives
Hyper, Klaviyo AIBold 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 13:12 | yes | 19 | 9 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:04 | yes | 5 | 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 16:00 | yes | 12 | 20 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 16:18 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:38 | yes | 5 | 10 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:57 | yes | 5 | 3 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:13 | yes | 24 | 30 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 15:25 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:47 | yes | 5 | 22 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:41 | yes | 20 | 27 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:53 | yes | 23 | 23 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:16 | yes | 5 | 17 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 16:50 | yes | 4 | 19 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:03 | yes | 12 | 21 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 08:49 | yes | 19 | 9 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 16:57 | 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 17:02 | no | 0 | 12 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 09:12 | yes | 10 | 4 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:03 | yes | 5 | 9 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:56 | yes | 5 | 5 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 15:45 | yes | 18 | 21 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:10 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 16:26 | yes | 5 | 26 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 08:37 | yes | 20 | 30 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:57 | yes | 24 | 68 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:24 | yes | 5 | 33 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:48 | yes | 2 | 11 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 13:36 | yes | 14 | 19 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 15:42 | yes | 20 | 11 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:45 | yes | 8 | 9 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 08:43 | yes | 10 | 23 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 15:13 | yes | 10 | 6 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:37 | yes | 6 | 17 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 15:54 | yes | 5 | 23 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:36 | yes | 23 | 30 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:14 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 13:10 | yes | 10 | 29 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 15:56 | yes | 10 | 38 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 13:10 | yes | 9 | 47 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:58 | yes | 5 | 18 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 15:33 | yes | 7 | 24 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 15:29 | yes | 14 | 27 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:20 | yes | 10 | 11 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:00 | yes | 3 | 4 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 15:00 | yes | 8 | 21 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 09:54 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:28 | yes | 5 | 7 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:05 | yes | 5 | 5 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:27 | yes | 25 | 20 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:51 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:36 | yes | 5 | 24 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 16:11 | yes | 15 | 25 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:21 | yes | 24 | 42 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:27 | yes | 5 | 15 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 13:16 | yes | 2 | 10 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 15:11 | yes | 13 | 14 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:39 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 13:02 | no | 0 | 6 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 12:18 | no | 0 | 15 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 08:50 | yes | 10 | 8 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:25 | yes | 5 | 14 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 08:55 | no | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 15:36 | yes | 24 | 53 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:17 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:32 | yes | 5 | 48 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 14:16 | yes | 15 | 28 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:07 | no | 0 | 93 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:52 | no | 0 | 14 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:48 | yes | 3 | 34 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 17:16 | yes | 15 | 20 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 14:54 | yes | 19 | 10 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 14:11 | yes | 5 | 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 17:27 | no | 0 | 11 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 16:11 | yes | 10 | 5 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:36 | yes | 5 | 14 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:13 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 14:11 | yes | 23 | 38 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:02 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:01 | yes | 15 | 29 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 16:32 | yes | 10 | 45 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 15:29 | yes | 15 | 45 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:12 | no | 0 | 39 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 15:23 | yes | 5 | 15 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 08:55 | yes | 23 | 34 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 Experience Platform agents read as Adobe Agent Orchestrator
Braze read as Braze AI
HubSpot AI read as HubSpot Breeze
HubSpot AI agents read as HubSpot Breeze
HubSpot Breeze AI read as HubSpot Breeze
HubSpot Breeze AI (Breeze Agent Hub) read as HubSpot Breeze
HubSpot Breeze AI Agents read as HubSpot Breeze
HubSpot Breeze Agents read as HubSpot Breeze
HubSpot Marketing Hub with Breeze AI read as HubSpot Marketing Hub
Klaviyo read as Klaviyo AI
Salesforce Agentforce read as Salesforce Agentforce Marketing
Salesforce Agentforce (Marketing Cloud Einstein) read as Salesforce Agentforce Marketing
Salesforce Agentforce (Marketing Cloud) read as Salesforce Agentforce Marketing
Salesforce Agentforce for Marketing read as Salesforce Agentforce Marketing
Simplified (Riley) read as Simplified's Marketing Agent, Riley
Simplified's Marketing Agent (Riley) read as Simplified's Marketing Agent, Riley
Simplified's Riley read as Simplified's Marketing Agent, Riley
Superscale read as Superscale AI
Writer.com read as Writer
Unresolved, counted raw
1010 Digital Works LLC
6sense AI Agents (Revenue AI)
ActiveCampaign Autonomous Marketing
Ad Creative AI
Adobe AEP
Adobe AI Agents / AEP Agent Orchestrator
Agent Hub
Air AI Technologies, Inc. / Air.ai / Scale 13
Auto-GPT
AutoMarketing AI
Claude Projects
Copy.ai Workflows
Creaitio
Flick
Google Ads AI
HubSpot Breeze Assistant
HubSpot Breeze Content Agent
HubSpot's Breeze AI (with Agents)
HubSpot's Campaign Agent
Hugging Face's models
Intempt Blu Super Agent
Iterable Nova Agent
Jasper IQ
Matrix Marketing Group
MindSift LLC
OpenAI
OpenAI Assistants
OpenArt (with Claude)
Rhino Agents / Warmly
Simplified's AI Marketing Agent, Riley
Strivelabs / Dojo AI
Tofu HQ
Webmatik
Whatagraph IQ / NinjaCat
Whatagraph IQ Agents
Zapier Free tier
ai.marketing (Trustpilot)
Discontinued, still offered
No shut-down product was recommended here.