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. 53 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each. Added to the October 2026 Edition on October 4, 2026.
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
28%
Contested · Jasper 9%
28Salesforce Agentforce Marketing09Jasper06Adobe Marketo Engage57others
28% of first choices, contested.
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.
The 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 rateLabelsQuadrant
Show the one product at 0%, ordered by negative rate
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.
All ten head-to-head pages: the top five products, each against each
Recommended versus criticized
Every product with at least 10 labels here, on both axes. The 30% line names a quadrant, not the verdict above: that one needs more than 40%.
Criticized challengerCriticized default
Negative label rate →
01
02
03
04Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01Salesforce Agentforce Marketing28%
Salesforce Agentforce Marketing28%02Jasper9%
Jasper9%03Adobe Marketo Engage6%
Adobe Marketo Engage6%04HubSpot Breeze0%
HubSpot Breeze0%What they warned about
One of fourteen models held their first choice under the paraphrase. GPT-5.4 mini, Gemini 3.5 Flash, Perplexity Sonar, Grok 4.20, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2, 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 Marketing16%
6 of 38 labels negative · 6 of 14 models · 1 hard negative
“you should avoid "usage-based" or "pay-per-conversation" models (such as Salesforce Agentforce or HubSpot’s newer outcome-based pricing)” Qwen 3.7 Flash, budget prompt
Jasper21%
4 of 19 labels negative · 3 of 14 models · 2 hard negative
“Feature Add-Ons Masquerading as Full Agents (e.g., Basic Jasper, Early ChatSpot/HubSpot AI, or Standalone Generative Tools like Writer without Enterprise Customizations)” Grok 4.20, negative prompt
HubSpot Marketing Hub38%
3 of 8 labels negative · 3 of 14 models
“Not as deep on "agent autonomy" as Salesforce... Salesforce's depth and scalability typically win over HubSpot's ease-of-use.” DeepSeek V4 Flash, paraphrase prompt
Copy.ai50%
2 of 4 labels negative · 2 of 14 models · 1 hard negative
“Token-based and credit-based AI agent pricing e.g. Clay, Zapier, Jasper, Copy.ai introduces 30, 50% month-over-month cost swings” Muse Glimmer 30B, 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. 1282 links across 446 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 · Factors.ai26 answers · 28 citations · 10 models
vendor site · folk26 answers · 26 citations · 9 models
vendor site · Salesforce24 answers · 58 citations · 10 models
vendor site · Supermetrics18 answers · 18 citations · 10 models
vendor site · Improvado17 answers · 21 citations · 10 models
vendor site · ZoomInfo17 answers · 21 citations · 8 models
17 answers · 17 citations · 8 models
vendor site · LinkedIn15 answers · 20 citations · 8 models
vendor site · Superscale15 answers · 15 citations · 10 models
vendor site · Braze14 answers · 22 citations · 8 models
12 answers · 18 citations · 7 models
vendor site · HubSpot12 answers · 14 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.
26 answers · 9 models
17 answers · 10 models
15 answers · 10 models
14 answers · 8 models
12 answers · 8 models
11 answers · 7 models
11 answers · 7 models
11 answers · 6 models
10 answers · 7 models
10 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 28%, Salesforce Marketing Cloud 4%, Salesforce Einstein 4%, Salesforce Marketing Cloud Next 4% and 1 more | 42% | 317 | 550,000 | 60,632 | |||
| Jasper jasper.ai | 9% | 173 | 165,000 | 46,711 | 115,679 | 12 | |
| Adobe parent site Adobe Marketo Engage 6%, Adobe GenStudio 2% | 8% | 311 | 1,220,000 | 117,563 | |||
| HubSpot parent site HubSpot Agent Hub 4%, HubSpot Marketing Hub 4% | 8% | 991 | 368,000 | 9,776 | |||
| Typeface typeface.ai Typeface AI 4%, Typeface 2% | 6% | 12 | |||||
| Writer writer.com | 4% | 26 | |||||
| Tofu tofuhq.com | 2% | 20 | |||||
| 1mind 1mind.com | 2% | 29 | 2,400 | 21 | 2,038 | 6 | |
| Agentforce Marketing | 2% | ||||||
| 6sense 6sense.com | 2% | 618 | 49,500 | 316 | 108,788 | $1,209 | 120 |
Google's top ten for the two searches hold 14 sites; 4 of them are among the sites the models cited here (braze.com, 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?”Scale-constrained“We are a 5,000 person company with SSO, SOC 2 and procurement review requirements evaluating an AI marketing agent. What should we look at?”Negative“Which AI marketing agents should a large enterprise avoid or be cautious about?”
Claude Haiku 4.5Salesforce Agentforce MarketingSalesforce Agentforce MarketingHeldSalesforce Agentforce MarketingSalesforce Agentforce Marketing, Tofuno first choicenothing named
Two alternatives
Directive Consulting, TofuTwo alternatives
Adobe Journey Optimizer B2B Edition with AI Agents, Adobe Marketo EngageFive alternatives
Adobe Agent Orchestrator, HubSpot Agent Hub, Jasper, Omneky, SmartlyOne alternative
HubSpot BreezeGPT-5.4 miniSalesforce Marketing Cloud, Salesforce Service Cloudagainst: HubSpot's Agent Hub / BreezeAdobe GenStudioChangedagainst: JasperAdobe Agent Orchestrator, Oracle Fusion Cloud Marketing, Salesforce Agentforce Marketingagainst: HubSpot BreezeHubSpot Enterprise with HubSpot Creditsno first choicenothing named
One alternative
Adobe Marketo EngageOne alternative
Salesforce Agentforce MarketingOne alternative
Optimizely OpalOne alternative
Salesforce Marketing CloudGemini 3.5 FlashSalesforce Agentforce MarketingWriterChangedSalesforce Agentforce MarketingTypeface AI, Writeragainst: Copy.ai, Jasper for Business, Salesforce Agentforce Marketingno first choiceagainst: 11x's Alice
Four alternatives
Clay, HubSpot Breeze, Mutiny, TofuThree alternatives
Optimizely Opal, Salesforce Agentforce Marketing, TofuSeven alternatives
CrewAI, Google Vertex AI Agent Builder, Gumloop, HubSpot Breeze, LangGraph, Microsoft Copilot Studio, Relevance AIPerplexity SonarAdobe Marketo Engage with AI/Agentic capabilitiesAdobe Marketo EngageChangedSalesforce Agentforce Marketing, Salesforce Marketing CloudSalesforce Agentforce Marketing, Salesforce Marketing Cloudagainst: Smartlyno first choicenothing named
Three alternatives
1mind, Demandbase, Salesforce Agentforce MarketingTwo alternatives
HubSpot's agents, JasperFive alternatives
Adobe Experience Cloud, Blueshift, BrazeAI Agents, Oracle Eloqua, YextOne alternative
Adobe Experience CloudGrok 4.20Salesforce Marketing Cloud Account EngagementSalesforce Agentforce MarketingChangedSalesforce Agentforce MarketingAdobe Marketo Engage, Salesforce Agentforce Marketingagainst: Gumloop, HubSpot, Jasper, Klaviyo AI, Superscale AIno first choiceagainst: 6sense AI Agents, ChatSpot/HubSpot AI, Jasper, Microsoft Copilot for Marketing, Neuroflash, Persado, Salesforce Agentforce Marketing, Writer
Two alternatives
Adobe Marketo Engage, HubSpot Marketing HubThree alternatives
Adobe Experience Cloud, Jasper, WriterThree alternatives
Adobe's AI agents in Journey Optimizer and Campaign, Braze AI, HubSpot Marketing Hub AIMistral SmallAdobe Marketo EngageAgentforce MarketingChangedHubSpot BreezeSalesforce Marketing Cloud Nextno first choiceagainst: ChatGPT, Google Gemini, Meta AI, Outreach, ZoomInfo
Two alternatives
Agentforce Marketing, HubSpot Agent HubFour alternatives
Braze AI, Insider One AI, Jasper, LandbaseTwo alternatives
Salesforce Marketing Cloud Account Engagement, Salesforce PersonalizationDeepSeek V4 Flash6sense, Salesforce Agentforce MarketingSalesforce Agentforce MarketingChangedagainst: HubSpot Marketing HubSalesforce Agentforce MarketingHubSpot Marketing Hubagainst: API-based agents, Albert.ai, Salesforce Marketing Cloudno first choiceagainst: Make, Zapier Agents, n8n
Two alternatives
Demandbase, HubSpot Agent HubTwo alternatives
Jasper, TypefaceFive alternatives
1mind, Adobe Marketo Engage, Demandbase, HubSpot Breeze, Oracle EloquaOne alternative
JasperLlama 4 MaverickClaygent, Copy.ai, HubSpot Agent HubJasperChangedno first choiceno first choiceno first choicenothing named
Two alternatives
Adobe Marketo Engage, folk CRMSix alternatives
Anyword, Copy.ai, Encharge, HubSpot's AI tools, LinkedIn Accelerate, WriterQwen 3.7 FlashSalesforce EinsteinAdobe Marketo Engage AI, Salesforce EinsteinChangedSalesforce Agentforce MarketingJasperagainst: HubSpot, Salesforce Agentforce Marketingno first choicenothing named
Four alternatives
Drift, Microsoft 365 Copilot, Outfront Media, TealiumOne alternative
OkaraFour alternatives
Adobe Experience Cloud, Braze AI, Equals, HubSpot BreezeTwo alternatives
Abmatic AI, Relevance AIKimi K21mindTypeface AIChangedSalesforce Agentforce MarketingMarketing Titanagainst: Adobe Marketo Engage, HubSpot Marketing Hub, Salesforce Agentforce Marketingno first choicenothing named
Six alternatives
Adobe Marketo Engage with AJO B2B Edition, Demandbase, HubSpot Breeze, Mutiny, Qualified, Salesforce Agentforce MarketingThree alternatives
Jasper, Salesforce Marketing Cloud with Einstein AI, WriterThree alternatives
Adobe Marketo Engage, Braze AI, HubSpot BreezeOne alternative
Dapta.aiGLM 4.7 FlashXSalesforce Agentforce MarketingJasperChangedSalesforce Agentforce MarketingHubSpot Marketing Hub, Salesforce Marketing Cloud with Einstein/Agentforceno first choicenothing named
Five alternatives
Adobe Experience Cloud, Braze AI, HubSpot Breeze, Jasper, LandbaseOne alternative
Salesforce Marketing CloudFour alternatives
6sense, Adobe Marketo Engage, HubSpot Breeze, TypefaceMiniMax M2.5HubSpot Agent Hub, Salesforce Agentforce MarketingSalesforce Agentforce MarketingChangedno first choiceSalesforce Agentforce Marketingagainst: HubSpot Marketing Hubno first choicenothing named
Two alternatives
Blueshift, ClaygentThree alternatives
Adobe Experience Cloud, HubSpot Agent Hub, Marketo Engage AIOne alternative
Adobe Marketing CloudGPT-6 LunaSalesforce Marketing Cloud Nextagainst: Adobe CX Enterprise CoworkerJasperChangedAdobe CX Enterprise / Experience Platform Agent Orchestrator, Salesforce Agentforce MarketingJasperagainst: HubSpot Breezeno first choiceagainst: Klaviyo Composer, Salesforce Agentforce Marketing, Treasure Data Marketing Super Agent
Two alternatives
Demandbase Agentbase, HubSpot Marketing HubOne alternative
Adobe GenStudioSix alternatives
BrazeAI, HubSpot Breeze, Jasper Agents, Oracle Fusion Cloud Marketing, Persado, WriterOne alternative
Salesforce Agentforce MarketingMuse Glimmer 30BDemandbase Agentbase, Salesforce Agentforce MarketingTypefaceChangedSalesforce Agentforce MarketingSalesforce Agentforce Marketingagainst: Clay, Copy.ai, Jasper, Zapierno first choiceagainst: Drift Conversational AI, Salesforce Agentforce Marketing
Two alternatives
Adobe Marketo Engage, Adobe Real-Time CDPOne alternative
Agentforce MarketingThree alternatives
Adobe Experience Cloud AI Agents / GenStudio for Performance Marketing, Adobe Marketo Engage, HubSpot BreezeTwo alternatives
Deployed Labs, HubSpot Marketing HubBold 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 | 2026-10-04 22:41 | yes | 15 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:48 | yes | 4 | 4 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 01:00 | yes | 20 | 27 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-04 22:24 | yes | 27 | 3 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-10-04 23:58 | yes | 25 | 9 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 23:37 | yes | 5 | 3 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:44 | yes | 24 | 30 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:25 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 22:42 | no | 0 | 24 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 22:44 | yes | 24 | 28 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:14 | yes | 24 | 50 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 01:01 | yes | 5 | 19 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-04 22:40 | yes | 4 | 18 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:20 | yes | 25 | 20 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 01:01 | yes | 19 | 10 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 01:02 | yes | 4 | 4 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 23:57 | yes | 19 | 21 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-05 00:47 | yes | 19 | 2 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-10-04 22:21 | yes | 24 | 8 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:02 | yes | 5 | 3 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:24 | yes | 24 | 34 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:18 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 22:11 | yes | 10 | 32 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 23:45 | yes | 23 | 43 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 23:06 | yes | 25 | 36 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:50 | yes | 7 | 25 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:21 | yes | 2 | 13 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:45 | yes | 22 | 30 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 22:37 | yes | 9 | 11 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:11 | yes | 6 | 12 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:59 | yes | 28 | 33 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-04 23:35 | yes | 19 | 5 s |
| Comparative | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-10-05 00:19 | yes | 24 | 13 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 23:06 | yes | 24 | 15 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:47 | yes | 23 | 70 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:05 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:23 | yes | 15 | 39 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:28 | yes | 24 | 25 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:58 | yes | 22 | 131 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 23:59 | yes | 24 | 22 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:54 | yes | 9 | 40 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:05 | yes | 15 | 24 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:30 | yes | 18 | 9 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 23:20 | yes | 3 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 23:54 | yes | 28 | 28 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-04 23:12 | yes | 20 | 4 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-10-04 23:27 | yes | 21 | 10 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 23:49 | yes | 5 | 3 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:22 | yes | 25 | 51 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:29 | yes | 8 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 22:53 | yes | 10 | 38 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 22:34 | yes | 25 | 20 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:19 | yes | 13 | 39 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:16 | yes | 20 | 37 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-04 22:24 | yes | 2 | 22 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:29 | yes | 24 | 33 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:24 | yes | 26 | 13 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:46 | no | 0 | 6 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:18 | yes | 8 | 22 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-04 22:18 | yes | 20 | 4 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-10-05 00:06 | yes | 19 | 10 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:56 | no | 0 | 8 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:26 | yes | 24 | 51 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 23:44 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 01:03 | no | 0 | 32 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 22:22 | yes | 19 | 30 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 23:39 | yes | 25 | 89 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 23:14 | yes | 5 | 23 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-04 22:47 | yes | 4 | 24 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 22:15 | yes | 15 | 22 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:48 | yes | 18 | 10 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:13 | yes | 6 | 9 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:24 | yes | 20 | 25 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-05 00:54 | yes | 24 | 3 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-10-05 00:36 | yes | 22 | 14 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:41 | yes | 15 | 8 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:42 | yes | 24 | 50 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:51 | yes | 5 | 4 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:17 | yes | 10 | 27 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:49 | yes | 25 | 30 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:50 | yes | 25 | 68 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 23:31 | yes | 9 | 24 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-04 22:52 | yes | 6 | 28 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:47 | yes | 19 | 31 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
ShowHide
Category-scoped readings
Adobe Experience Cloud AI read as Adobe Experience Cloud
Adobe Experience Platform Agent Orchestrator / Agents read as Adobe Agent Orchestrator
Adobe Experience Platform Agents read as Adobe Agent Orchestrator
Adobe Marketo Engage Agentic AI read as Adobe Marketo Engage
Braze read as Braze AI
Braze (BrazeAI Decisioning Studio) read as Braze AI
Braze (BrazeAI™ Agents) read as Braze AI
Braze (with BrazeAI Decisioning Studio and Agents) read as Braze AI
HubSpot AI (Breeze AI) read as HubSpot Breeze
HubSpot AI (Breeze) read as HubSpot Breeze
HubSpot Breeze AI read as HubSpot Breeze
HubSpot Breeze AI (Agent Hub) read as HubSpot Breeze
HubSpot Breeze AI agents read as HubSpot Breeze
Klaviyo read as Klaviyo AI
Salesforce / Marketing Cloud Next / Agentforce Marketing read as Salesforce Agentforce Marketing
Salesforce Agentforce read as Salesforce Agentforce Marketing
Salesforce Agentforce (Marketing Agent) read as Salesforce Agentforce Marketing
Salesforce Agentforce (Marketing Cloud) read as Salesforce Agentforce Marketing
Salesforce Agentforce (formerly Marketing Cloud) 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 read as Writer
Unresolved, counted raw
11x's Alice
6sense AI Agents
API-based agents (OpenAI, Anthropic)
Adobe CX Enterprise / Experience Platform Agent Orchestrator
Adobe CX Enterprise Coworker
Adobe Experience Cloud AI Agents / GenStudio for Performance Marketing
Adobe Journey Optimizer B2B Edition with AI Agents
Adobe Marketo Engage AI
Adobe Marketo Engage with AI/Agentic capabilities
Adobe Marketo Engage with AJO B2B Edition
Adobe's AI agents in Journey Optimizer and Campaign
AgentModeAI
CDP
Cyberhaven
Dapta.ai
Deployed Labs
Drift Conversational AI
Everworker
Google Vertex AI Agent Builder
Gradial
Growth Tech Spotlight
Hashmeta
HubSpot Enterprise with HubSpot Credits
HubSpot Marketing Hub AI
HubSpot's AI tools
HubSpot's Agent Hub / Breeze
HubSpot's agents
Insider One AI
Jasper for Business
LangGraph
Marketing Titan
Marketo Engage AI
Metaflow
Microsoft
Microsoft Copilot for Marketing
Neuroflash
Nightfall
Oracle
Salesforce Marketing Cloud with Einstein AI
Salesforce Marketing Cloud with Einstein/Agentforce
Skopx
Treasure Data Marketing Super Agent
Discontinued, still offered
No shut-down product was recommended here.