AI marketing agents for enterprise buyers
Asked as “AI marketing agent”, and as “AI agent that creates marketing content and campaigns”, on behalf of an enterprise B2B company. 42 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
43%
Clear leader
43Salesforce Agentforce Marketing19Jasper10Writer29others
43% of first choices, clear leader.
Since October 2026▲+15Since October 2026: 28% → 43%, +15 points. Past the 11-point floor: movement.Salesforce Agentforce Marketing held the lead, +15 points on 28%, 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
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.Standing →Enterprise
Salesforce Agentforce Marketing43%Clear leader▲+15Since October 2026: 28% → 43%, +15 points. Past the 11-point floor: movement.This page
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.Standing →EnterpriseSalesforce Agentforce Marketing43%Clear leader▲+15Since October 2026: 28% → 43%, +15 points. Past the 11-point floor: movement.This pageThe standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for an enterprise B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01Salesforce Agentforce Marketing43%19%52endorsed leader▲+15Since October 2026: 28% → 43%, +15 points. Past the 11-point floor: movement.28% → 43%
Salesforce Agentforce Marketing43%19%52endorsed leader▲+15Since October 2026: 28% → 43%, +15 points. Past the 11-point floor: movement.28% → 43%02
Jasper19%14%37accepted challenger▲+10Since October 2026: 9% → 19%, +10 points. Inside the 11-point floor: within noise.9% → 19%
Jasper19%14%37accepted challenger▲+10Since October 2026: 9% → 19%, +10 points. Inside the 11-point floor: within noise.9% → 19%03
Writer10%19%16accepted challenger▲+6Since October 2026: 4% → 10%, +6 points. Inside the 11-point floor: within noise.4% → 10%
Writer10%19%16accepted challenger▲+6Since October 2026: 4% → 10%, +6 points. Inside the 11-point floor: within noise.4% → 10%04HubSpot Breeze2%20%25accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%
HubSpot Breeze2%20%25accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%Show the three products at 0%, ordered by negative rate
07
Copy.ai0%30%10criticized challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%
Copy.ai0%30%10criticized challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%06
Adobe Marketo Engage0%15%13accepted challenger▼−6Since October 2026: 6% → 0%, −6 points. Inside the 11-point floor: within noise.6% → 0%
Adobe Marketo Engage0%15%13accepted challenger▼−6Since October 2026: 6% → 0%, −6 points. Inside the 11-point floor: within noise.6% → 0%05
HubSpot Agent Hub0%0%11accepted challenger▼−4Since October 2026: 4% → 0%, −4 points. Inside the 11-point floor: within noise.4% → 0%
HubSpot Agent Hub0%0%11accepted challenger▼−4Since October 2026: 4% → 0%, −4 points. Inside the 11-point floor: within noise.4% → 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 headHead-to-head pages are published for mid-market buyers, so these open on mid-market figures, not enterprise.
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 →
01020304050607Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative60%
Key
01Salesforce Agentforce Marketing43%
Salesforce Agentforce Marketing43%02Jasper19%
Jasper19%03Writer10%
Writer10%04HubSpot Breeze2%
HubSpot Breeze2%05HubSpot Agent Hub0%
HubSpot Agent Hub0%06Adobe Marketo Engage0%
Adobe Marketo Engage0%07Copy.ai0%
Copy.ai0%What they warned about
Two of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, Grok 4.20, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX, MiniMax M2.5 and GPT-6 Luna 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 Marketing19%
10 of 52 labels negative · 7 of 14 models · 4 hard negative
“you should avoid 'usage-based' or 'pay-per-conversation' models (such as Salesforce Agentforce or HubSpot's newer outcome-based pricing)” Muse Glimmer 30B, negative prompt
HubSpot56%
5 of 9 labels negative · 5 of 14 models · 1 hard negative
“such as Salesforce Agentforce or HubSpot's newer outcome-based pricing, should be avoided” Llama 4 Maverick, negative prompt
Jasper14%
5 of 37 labels negative · 5 of 14 models
“Basic or standalone generative tools (like early versions of Jasper, ChatSpot/HubSpot AI, or Writer without enterprise customizations) often lack the depth, autonomy, and integration needed” Mistral Small, negative prompt
HubSpot Breeze20%
5 of 25 labels negative · 4 of 14 models
“HubSpot Breeze agents should be skipped if you need predictable agent costs, as consumption-based pricing makes budgeting for thousands of users challenging.” Claude Haiku 4.5, budget 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
80 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. 948 links across 381 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)29 answers · 36 citations · 10 models
24 answers · 30 citations · 12 models
vendor site · Salesforce18 answers · 33 citations · 8 models
vendor site · LinkedIn15 answers · 17 citations · 8 models
vendor site · Growth Method14 answers · 15 citations · 6 models
vendor site · Docket12 answers · 13 citations · 7 models
vendor site · Factors.ai12 answers · 12 citations · 9 models
vendor site · folk12 answers · 12 citations · 6 models
vendor site · Supermetrics12 answers · 12 citations · 7 models
vendor site · Rework11 answers · 13 citations · 7 models
vendor site · HubSpot11 answers · 12 citations · 8 models
vendor site · Typeface10 answers · 12 citations · 6 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.
25 answers · 10 models
12 answers · 6 models
12 answers · 6 models
12 answers · 7 models
11 answers · 8 models
11 answers · 9 models
10 answers · 9 models
10 answers · 7 models
9 answers · 9 models
8 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 |
|---|---|---|---|---|---|---|---|
| Salesforce parent site Salesforce Agentforce Marketing 43%, Salesforce Marketing Cloud 2% | 45% | 317 | 550,000 | 60,632 | |||
| Jasper jasper.ai | 19% | 173 | 165,000 | 46,711 | 115,679 | 12 | |
| Writer writer.com | 10% | 26 | |||||
| HubSpot parent site HubSpot Marketing Hub 5%, HubSpot Breeze 2%, HubSpot Agent Hub 0% | 7% | 991 | 368,000 | 9,776 | |||
| Typeface typeface.ai | 5% | 12 | |||||
| Adobe Experience Cloud adobe.com Adobe CX Enterprise / Adobe GenStudio 2%, Adobe Journey Optimizer B2B Edition 2%, Adobe Experience Cloud 0% | 5% | 58 | 242,010,966 | $9,855 | 119 | ||
| Tofu tofuhq.com | 2% | 20 | |||||
| Adobe Marketo Engage with its native "CX Enterprise Coworker" | 2% | ||||||
| Demandbase Mojo | 2% | ||||||
| Pencil trypencil.com | 2% | 8 |
Google's top ten for the two searches hold 14 sites; 3 of them are among the sites the models cited here (g2.com, linkedin.com, salesforce.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 an enterprise B2B company?”Paraphrase“Which AI agent that creates marketing content and campaigns would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade AI marketing agents and how do they differ?”Budget-constrained“What is the best AI marketing agent for a large company that needs predictable total cost across thousands of users?”Negative“Which AI marketing agents should a large enterprise avoid or be cautious about?”
Claude Haiku 4.5Salesforce Agentforce MarketingJasperChangedSalesforce Agentforce Marketingno first choiceagainst: HubSpot Breezenothing named
Two alternatives
HubSpot Breeze, TofuFour alternatives
HubSpot's Content Agent, Optimizely Opal, Salesforce Agentforce Marketing, TofuFive alternatives
Copy.ai, HubSpot Breeze, Hyper, Jasper, TofuThree alternatives
Lyzr, Salesforce Agentforce Marketing, Superscale AIGPT-5.4 miniAdobe Marketo Engage with its native "CX Enterprise Coworker"Adobe CX Enterprise / Adobe GenStudioChangedAdobe Real-Time CDP, Agentforce Marketing, Salesforce Marketing Cloudagainst: HubSpot BreezeSalesforce Agentforce Marketingnothing named
Two alternatives
Qualified, Salesforce Agentforce MarketingTwo alternatives
Salesforce Agentforce Marketing, Salesforce Marketing Cloud Account EngagementTwo alternatives
Braze with BrazeAI, Oracle Fusion Marketing / Oracle MarketingTwo alternatives
HubSpot Marketing Hub, Salesforce Marketing CloudGemini 3.5 FlashSalesforce Agentforce MarketingWriterChangedSalesforce Agentforce MarketingWriteragainst: Jaspernothing named
Six alternatives
6sense Revenue AI, Adobe GenStudio, Demandbase, HubSpot Breeze, Optimizely Agent Platform, WriterFour alternatives
Adobe GenStudio, Copy.ai, Jasper, Salesforce Agentforce MarketingFive alternatives
Adobe GenStudio, Albert.ai, BrazeAI Agents, HubSpot Breeze, WriterFour alternatives
Adobe Experience Cloud, Adobe GenStudio, Salesforce Marketing Cloud, TypefacePerplexity SonarSalesforce Agentforce MarketingSalesforce Agentforce MarketingHeldno first choiceJasperagainst: Google Performance Max, HubSpot, Meta Advantage+, Salesforce Agentforce Marketing, Search Atlas OTTO, Symphony, Wix
Six alternatives
6sense, Adobe Marketo Engage with Adobe AI, Demandbase, HubSpot Agent Hub, Jasper, TofuTwo alternatives
HubSpot Agent Hub, JasperEleven alternatives
Adobe Agent Orchestrator, Albert.ai, Braze AI, HubSpot Breeze, Jasper, Marketo Engage AI, Microsoft Copilot Studio, Relevance AI, Salesforce Agentforce Marketing, Smartly, WriterThree alternatives
HubSpot Agent Hub, Salesforce Agentforce Marketing, SmartlyGrok 4.20Salesforce Agentforce Marketingagainst: Growth Method, Relevance AITypefaceChangedSalesforce Agentforce Marketing, Salesforce Marketing Cloudagainst: Attentive, CrewAI, Insider, NetcoreJasperagainst: Salesforce Agentforce Marketingagainst: Adobe Marketo Engage agents, AutoGen, ChatGPT Ads, CrewAI, HubSpot Breeze, Jasper, LangChain, Salesforce Agentforce Marketing
Six alternatives
Adobe Experience Cloud, Breeze, HubSpot Agent Hub, Microsoft Copilot Studio, Optimizely Agent Platform, folk CRMThree alternatives
HubSpot Breeze, Jasper, Salesforce Agentforce MarketingThree alternatives
Adobe Experience Cloud, Braze AI, HubSpot Marketing HubTwo alternatives
Adobe Experience Cloud, HubSpot BreezeMistral SmallSalesforce Agentforce Marketing, TofuSalesforce Agentforce MarketingChangedno first choiceJasperagainst: Salesforce Agentforce Marketingagainst: ChatSpot/HubSpot AI, HubSpot, Jasper, Salesforce Agentforce Marketing, Writer
One alternative
HubSpot BreezeThree alternatives
Adobe Agent Orchestrator, HubSpot Agent Hub, JasperOne alternative
HubSpot Agent HubDeepSeek V4 FlashSalesforce Agentforce Marketingagainst: HubSpot Breeze, JasperTypefaceChangedagainst: HubSpot BreezeSalesforce Agentforce MarketingHubSpot Marketing Hubagainst: Copy.ai, Salesforce Agentforce Marketingagainst: Air Canada, Bard, Figma, PocketOS
Two alternatives
6sense, Adobe Marketo EngageTwo alternatives
Jasper, Salesforce Agentforce MarketingFour alternatives
Adobe Experience Platform Agent Orchestrator / Adobe CX Enterprise, Braze AI, HubSpot Agent Hub, Klaviyo Marketing AgentOne alternative
JasperLlama 4 MaverickSalesforce Agentforce Marketingno first choiceChangedno first choiceHubSpot Breeze, Salesforce Agentforce Marketingagainst: Basic Jasper, ChatSpot/HubSpot AI, HubSpot, Salesforce Agentforce Marketing, Writer
Three alternatives
HubSpot, Jasper, TofuOne alternative
JasperQwen 3.7 FlashSalesforce Marketing CloudSalesforce Agentforce MarketingChangedAdobe, SalesforceSalesforce Agentforce Marketingnothing named
Three alternatives
Adobe Experience Cloud, Factors.ai, JasperFour alternatives
Adobe Advertising, HubSpot Agent Hub, Jasper, Sprinklr Marketing AI AgentsFour alternatives
HubSpot, Microsoft, Oracle, SprinklrTwo alternatives
HubSpot Breeze, JasperKimi K2Salesforce Agentforce MarketingJasper, WriterChangedSalesforce Agentforce MarketingHubSpot Marketing Hubagainst: Adobe Marketo Engage, Copy.ai, Oracle Eloquaagainst: HubSpot, Salesforce, Salesforce Service Cloud
Four alternatives
6sense, Adobe Agent Orchestrator, Factors.ai, HubSpot Agent HubTwo alternatives
Conversion.ai, Salesforce Agentforce MarketingThree alternatives
Adobe Experience Cloud, Adobe Marketo Engage, HubSpot BreezeTwo alternatives
Salesforce Agentforce Marketing, SynthAIGLM 4.7 FlashXSalesforce Agentforce MarketingJasperChangedSalesforce Agentforce Marketingno first choiceagainst: AWeber, Agentforce Marketing, ChatSpot, Constant Contact, HubSpot Marketing Hub, Jasper, Mailchimp, Salesforce Marketing Cloud, Salesforce Marketing Cloud Account Engagement, Sendinblue, Writer, Zoho
Two alternatives
Adobe Marketo Engage, HubSpot BreezeThree alternatives
HubSpot Breeze, Typeface, WriterFive alternatives
Adobe Marketo Engage, Amplitude AI Analytics, HubSpot Marketing Hub, Indexly, JasperMiniMax M2.5Salesforce Agentforce MarketingAdobe Journey Optimizer B2B EditionChangedSalesforce Agentforce MarketingPencilagainst: Salesforce Agentforce Marketingagainst: Air Canada chatbot, PocketOS
Three alternatives
Adobe Agent Orchestrator, Growth Method, HubSpot AI AgentThree alternatives
Demandbase, Oracle Eloqua with AI Agent Studio, Salesforce Agentforce MarketingFour alternatives
Adobe Marketo Engage, Blueshift Launchpad, HubSpot Breeze, JasperTwo alternatives
Copy.ai, HubSpot BreezeGPT-6 LunaDemandbase Mojoagainst: Adobe Marketo EngageJasperChangedAdobe CX Enterprise Coworker / Agent Orchestrator, Salesforce Agentforce MarketingWriternothing named
Two alternatives
6sense, Salesforce Marketing Cloud NextTwo alternatives
Adobe GenStudio, Salesforce Agentforce MarketingFive alternatives
BrazeAI Agents, Hightouch Marketing Agent, HubSpot Breeze, Jasper Agents, WriterTwo alternatives
Adobe GenStudio, JasperMuse Glimmer 30BSalesforce Agentforce MarketingSalesforce Agentforce MarketingHeldSalesforce Agentforce MarketingJasperagainst: HubSpot, Salesforce Agentforce Marketingagainst: Basic Jasper, Canva, Copy.ai, Grammarly, HubSpot newer outcome-based pricing / Early ChatSpot, Salesforce Agentforce Marketing, Zapier
Five alternatives
6sense, Adobe Marketo Engage, Demandbase, HubSpot Agent Hub, HubSpot BreezeThree alternatives
Adobe GenStudio, Typeface, WriterSix alternatives
Adobe Journey Optimizer, Adobe Marketo Engage, Braze AI, HubSpot Agent Hub, Movable Ink, PersadoTwo alternatives
Agentforce Marketing, Copy.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 17:14 | yes | 10 | 7 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:11 | yes | 3 | 4 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 16:08 | yes | 11 | 21 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 13:07 | yes | 10 | 3 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:48 | yes | 5 | 8 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:01 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:48 | yes | 24 | 23 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:18 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 13:31 | yes | 5 | 31 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:06 | yes | 10 | 31 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 17:10 | yes | 25 | 149 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:08 | yes | 5 | 22 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:51 | yes | 4 | 14 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 15:47 | yes | 15 | 20 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:47 | yes | 10 | 8 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 16:57 | yes | 4 | 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 09:29 | yes | 12 | 28 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 17:14 | yes | 10 | 4 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:16 | yes | 5 | 7 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:06 | yes | 5 | 5 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:44 | yes | 24 | 22 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:04 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 13:06 | yes | 5 | 19 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 16:27 | yes | 20 | 69 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:26 | yes | 22 | 123 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:38 | yes | 10 | 24 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:00 | yes | 3 | 13 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 15:32 | yes | 13 | 18 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 15:40 | yes | 9 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 17:27 | yes | 5 | 15 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 17:12 | yes | 8 | 26 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 14:14 | yes | 10 | 8 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:47 | yes | 10 | 16 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 15:00 | yes | 5 | 9 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 15:49 | yes | 22 | 34 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 17:02 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:54 | yes | 10 | 54 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 13:25 | yes | 19 | 28 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 16:51 | yes | 23 | 128 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 15:36 | yes | 25 | 102 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 17:16 | yes | 7 | 22 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 08:58 | yes | 14 | 34 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 14:47 | yes | 19 | 10 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:00 | yes | 3 | 12 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 11:17 | yes | 8 | 24 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 16:36 | yes | 10 | 4 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:19 | yes | 25 | 17 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 16:37 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 14:09 | yes | 24 | 45 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 17:36 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:02 | yes | 10 | 36 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:46 | yes | 24 | 34 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 08:50 | yes | 24 | 64 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 15:31 | yes | 25 | 57 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:47 | yes | 3 | 22 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 08:51 | yes | 15 | 24 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:02 | yes | 19 | 17 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:57 | no | 0 | 9 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 16:42 | no | 0 | 15 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 11:48 | yes | 10 | 8 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:23 | yes | 5 | 14 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 16:19 | no | 0 | 8 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 13:17 | yes | 9 | 30 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 08:35 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 14:21 | no | 0 | 28 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 16:17 | yes | 20 | 40 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 16:33 | yes | 13 | 21 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 13:06 | yes | 20 | 42 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 08:54 | yes | 4 | 27 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 16:01 | yes | 15 | 22 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:36 | yes | 18 | 10 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 08:48 | yes | 7 | 5 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 08:46 | yes | 9 | 21 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 09:15 | yes | 10 | 4 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:36 | yes | 14 | 14 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 16:19 | yes | 5 | 6 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 16:37 | yes | 23 | 46 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 16:22 | yes | 5 | 4 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:40 | yes | 14 | 53 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:10 | yes | 18 | 69 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 14:56 | yes | 14 | 24 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:54 | yes | 16 | 53 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:38 | yes | 3 | 20 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 08:57 | yes | 15 | 24 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 Cloud AI read as Adobe Experience Cloud
Adobe GenStudio read as Adobe GenStudio
Adobe Marketo Engage with AI Agents read as Adobe Marketo Engage
Braze read as Braze AI
Braze (with BrazeAI™ Agents and Decisioning Studio) read as Braze AI
HubSpot AI (Breeze) read as HubSpot Breeze
HubSpot Breeze AI read as HubSpot Breeze
HubSpot Breeze AI (Breeze Agents) read as HubSpot Breeze
HubSpot Breeze Agents read as HubSpot Breeze
Klaviyo read as Klaviyo AI
Salesforce Agentforce read as Salesforce Agentforce Marketing
Salesforce Agentforce (Marketing Cloud Agent) read as Salesforce Agentforce Marketing
Salesforce Agentforce (Marketing edition) read as Salesforce Agentforce Marketing
Salesforce Agentforce (with Marketing & Data Cloud) read as Salesforce Agentforce Marketing
Salesforce Agentforce for Marketing read as Salesforce Agentforce Marketing
Salesforce Marketing Cloud Next / Agentforce Marketing read as Salesforce Agentforce Marketing
Salesforce Marketing Cloud with Agentforce read as Salesforce Agentforce Marketing
Superscale read as Superscale AI
Writer.com (Enterprise) read as Writer
Unresolved, counted raw
Adobe
Adobe CX Enterprise / Adobe GenStudio
Adobe CX Enterprise Coworker / Agent Orchestrator
Adobe Experience Platform (AEP) with AI Agents
Adobe Experience Platform Agent Orchestrator / Adobe CX Enterprise
Adobe Journey Optimizer B2B Edition
Adobe Marketo Engage agents
Adobe Marketo Engage with Adobe AI
Adobe Marketo Engage with its native "CX Enterprise Coworker"
Air Canada
Air Canada chatbot
Amplitude AI Analytics
Anthropic Claude
Bard (now Gemini)
Blueshift Launchpad
Braze with BrazeAI
ChatGPT Ads
Demandbase Mojo
Hightouch Marketing Agent
HubSpot AI Agent
HubSpot newer outcome-based pricing / Early ChatSpot
HubSpot's Content Agent
JINGdigital
Jaspers
Kochava StationOne
Marketing AI Institute
Marketo Engage AI
Microsoft
Movable Ink
OpenAI GPT-based agents
Oracle
Oracle Eloqua with AI Agent Studio
Oracle Fusion Marketing / Oracle Marketing
Oracle Marketing (CX Unity/Responsys)
Salesforce
Search Atlas OTTO
Sprinklr Marketing AI Agents
SynthAI
Whatagraph IQ
Writesons
Yellow Tech
Zoho
ibl.ai
Discontinued, still offered
No shut-down product was recommended here.