AI marketing agents for small business buyers
Asked as “AI marketing agent”, and as “AI agent that creates marketing content and campaigns”, on behalf of a small B2B company. 52 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
21%
Contested · Kite 15%
21HubSpot Breeze15Kite15Simplified's Marketing Agent, Riley48others
21% of first choices, contested.
Since October 2026▼−11Since October 2026: 32% → 21%, −11 points. Inside the 11-point floor: within noise.HubSpot Breeze held the lead, −11 points on 32%, 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.This pageMid-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.Standing →
HubSpot Breeze21%Contested▼−11Since October 2026: 32% → 21%, −11 points. Inside the 11-point floor: within noise.This pageMid-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.Standing →The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for a small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01HubSpot Breeze21%6%33accepted challenger▼−11Since October 2026: 32% → 21%, −11 points. Inside the 11-point floor: within noise.32% → 21%
HubSpot Breeze21%6%33accepted challenger▼−11Since October 2026: 32% → 21%, −11 points. Inside the 11-point floor: within noise.32% → 21%02
Kite15%4%24accepted challenger▲+15Since October 2026: 0% → 15%, +15 points. Past the 11-point floor: movement.0% → 15%
Kite15%4%24accepted challenger▲+15Since October 2026: 0% → 15%, +15 points. Past the 11-point floor: movement.0% → 15%03Simplified's Marketing Agent, Riley15%0%17accepted challenger▲+8Since October 2026: 7% → 15%, +8 points. Inside the 11-point floor: within noise.7% → 15%
04
HubSpot8%9%11accepted challenger▼−2Since October 2026: 10% → 8%, −2 points. Inside the 11-point floor: within noise.10% → 8%
HubSpot8%9%11accepted challenger▼−2Since October 2026: 10% → 8%, −2 points. Inside the 11-point floor: within noise.10% → 8%05
Jasper6%12%40accepted challenger▼−1Since October 2026: 7% → 6%, −1 point. Inside the 11-point floor: within noise.7% → 6%
Jasper6%12%40accepted challenger▼−1Since October 2026: 7% → 6%, −1 point. Inside the 11-point floor: within noise.7% → 6%06
Copy.ai4%6%16accepted challenger▲+4Since October 2026: 0% → 4%, +4 points. Inside the 11-point floor: within noise.0% → 4%
Copy.ai4%6%16accepted challenger▲+4Since October 2026: 0% → 4%, +4 points. Inside the 11-point floor: within noise.0% → 4%07
ChatGPT Lab in the set2%7%14accepted challenger▼−5Since October 2026: 7% → 2%, −5 points. Inside the 11-point floor: within noise.7% → 2%
ChatGPT Lab in the set2%7%14accepted challenger▼−5Since October 2026: 7% → 2%, −5 points. Inside the 11-point floor: within noise.7% → 2%08
Claude2%0%10accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%
Claude2%0%10accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%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.
ChatGPT is made by OpenAI, whose model GPT-5.4 mini and GPT-6 Luna is in the set. On the four share prompts that model made it the first choice zero times of 8; the other twelve models one time of 48. Lab treatment is defined on the method page; the row is marked, not excluded.
For buyers
Head to headHead-to-head pages are published for mid-market buyers, so these open on mid-market figures, not small business.
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 →
0102S03
0405060708Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01HubSpot Breeze21%
HubSpot Breeze21%02Kite15%
Kite15%03Simplified's Marketing Agent, Riley15%
04HubSpot8%
HubSpot8%05Jasper6%
Jasper6%06Copy.ai4%
Copy.ai4%07ChatGPT2%
ChatGPT2%08Claude2%
Claude2%What they warned about
Two of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, Gemini 3.5 Flash, Perplexity Sonar, Grok 4.20, Mistral Small, 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.
Jasper12%
5 of 40 labels negative · 3 of 14 models
“Pricier AI Marketing Tools (e.g., Jasper at $59/month) – Unless you can prove their value, avoid investing in high-cost AI marketing agents early on.” Mistral Small, negative prompt
Air.ai
67%
2 of 3 labels negative · 2 of 14 models · 2 hard negative
“The Commission asked a federal court to stop Air AI from using allegedly deceptive claims about business growth, earnings potential, and refund guarantees to fleece small businesses.” Muse Glimmer 30B, negative prompt
HubSpot Breeze6%
2 of 33 labels negative · 2 of 14 models
“More comprehensive but can get pricey for true small businesses (starts at Pro tier + credits).” Grok 4.20, paraphrase prompt
Lindy33%
2 of 6 labels negative · 2 of 14 models
“General agents (e.g., via Zapier or Lindy from some lists) handle custom workflows but may lack deep marketing context” Grok 4.20, comparative 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. 758 links across 291 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.
vendor site · Kite30 answers · 63 citations · 10 models
vendor site · Simplified23 answers · 28 citations · 12 models
publisher (Gane)20 answers · 20 citations · 8 models
16 answers · 16 citations · 9 models
15 answers · 17 citations · 10 models
14 answers · 17 citations · 8 models
vendor site · Wix12 answers · 15 citations · 5 models
vendor site · HubSpot12 answers · 13 citations · 8 models
vendor site · Supermetrics9 answers · 9 citations · 6 models
vendor site · folk8 answers · 8 citations · 6 models
vendor site · HubSpot8 answers · 8 citations · 5 models
8 answers · 8 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.
22 answers · 10 models
18 answers · 8 models
14 answers · 8 models
12 answers · 9 models
12 answers · 5 models
10 answers · 7 models
10 answers · 7 models
10 answers · 7 models
9 answers · 6 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 |
|---|---|---|---|---|---|---|---|
| HubSpot parent site HubSpot Breeze 21%, HubSpot Marketing Hub 2%, HubSpot Agent Hub 2% | 25% | 991 | 368,000 | 9,776 | |||
| Kite kite.ai Kite 15%, Kite AI 2% | 17% | 32 | |||||
| Simplified's Marketing Agent, Riley simplified.com | 15% | 21 | |||||
| HubSpot hubspot.com HubSpot 8%, HubSpot Breeze's Campaign Agent 2% | 10% | 70 | 368,000 | 9,776 | 2,276,428 | $83,922 | 76 |
| Jasper jasper.ai | 6% | 173 | 165,000 | 46,711 | 115,679 | 12 | |
| Copy.ai copy.ai | 4% | 54 | 5,400 | 174 | 76,296 | ||
| ActiveCampaign activecampaign.com | 4% | 437 | 18,100 | 307 | 235,709 | $1,424 | 32 |
| OpenAI openai.com ChatGPT 2% | 2% | 58 | 124,000,000 | 218,639 | 41,056,966 company | $3,732 | 117 |
| Claude claude.com | 2% | 31 | 5,000,000 | 53,240 | 3,090,945 | $1,889 | 120 |
| Brevo brevo.com | 2% | 440 | 40,500 | 327 | 81,741 | $17,847 | 106 |
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 small B2B company?”Paraphrase“Which AI agent that creates marketing content and campaigns would you recommend to a small business that sells to other businesses?”Comparative“What are the top AI marketing agents for a small team and how do they differ?”Budget-constrained“What is the best AI marketing agent for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating an AI marketing agent. What should we look at?”Negative“Which AI marketing agents should a small business avoid or be cautious about?”
Claude Haiku 4.5HubSpot, WarmlyHubSpot BreezeChangedHubSpot BreezeHubSpot Breeze, Simplified's Marketing Agent, Rileyagainst: Warmlyno first choicenothing named
Four alternatives
ActiveCampaign, Breeze AI, Jasper, TofuThree alternatives
ActiveCampaign AI, Jasper, TofuFour alternatives
ActiveCampaign AI, Jasper, NoimosAI, WarmlyOne alternative
ActiveCampaignGPT-5.4 miniHubSpotHubSpotHeldHubSpot BreezeBrevono first choicenothing named
One alternative
Salesforce Agentforce MarketingTwo alternatives
ActiveCampaign, JasperFive alternatives
Claude, Jasper, Salesforce Agentforce for Small Business, Tidio, Zapier AI / AI stepsTwo alternatives
HubSpot, ZapierGemini 3.5 FlashHubSpot BreezeCopy.aiChangedHubSpot Breezeagainst: Gumloop, LindyChatGPT, Claudeagainst: HubSpot, Salesforceno first choicenothing named
Seven alternatives
11x, Artisan, Clay, Copy.ai, Jasper, Lindy, Relevance AIThree alternatives
Clay, HubSpot Breeze, JasperFour alternatives
AdCreative.ai, Copy.ai, Jasper, Simplified's Marketing Agent, RileyNine alternatives
Canva Magic Studio, Google Performance Max, Lindy, Make, Meta Advantage+, Predis.ai, Tidio, Zapier Central, folk CRMPerplexity SonarHubSpot Agent HubHubSpot BreezeChangedKiteSymphonyno first choicenothing named
Four alternatives
ActiveCampaign, Claygent, Copy.ai, KiteTwo alternatives
Kite, Simplified's Marketing Agent, RileyEight alternatives
HubSpot Breeze, Jasper, Klaviyo AI, Lindy, Relevance AI, Superscale AI, Wix Symphony, Zapier AgentsSix alternatives
ChatGPT, Claude, HubSpot Breeze, Kite, Klaviyo AI, ZapierGrok 4.20Kite AISimplified's Marketing Agent, RileyChangedagainst: HubSpot BreezeKite, Simplified's Marketing Agent, Rileyagainst: Adobe, Lindy, SalesforceHubSpotagainst: Kite, Marblismno first choiceagainst: ChatGPT, Jasper
Five alternatives
ActiveCampaign, Clay, HubSpot Breeze, Jasper, WriterThree alternatives
Claude, Copy.ai, JasperThree alternatives
ActiveCampaign AI Agents, HubSpot Breeze, JasperFive alternatives
Brevo, ChatGPT, Jasper, Mailchimp, ZapierMistral SmallKite, Simplified's Marketing Agent, Rileyagainst: JasperHubSpot BreezeChangedTODO for AIKite, Simplified's Marketing Agent, Rileyagainst: Jasperno first choiceagainst: Air.ai, Jasper
Two alternatives
HubSpot Agent Hub, folk CRMThree alternatives
Copy.ai GTM Operating System, Jasper with Jasper IQ, Simplified's Marketing Agent, RileyFour alternatives
Klaviyo K:AI, Profound Agents, Soku, TurboAgentsDeepSeek V4 FlashHubSpot BreezeHubSpot BreezeHeldKiteHubSpot Breeze, Kiteno first choiceagainst: Apify, ScaleLogix AI, Sleepless.ai
Two alternatives
Jasper, KiteFive alternatives
ChatGPT, Claude, Jasper, Kite, Simplified's Marketing Agent, RileyFour alternatives
Copy.ai, HubSpot Breeze, Profound, Simplified's Marketing Agent, RileyFour alternatives
Copy.ai, FeedHive, Predis.ai, SymphonyLlama 4 MaverickJasperno first choiceChangedJasperSimplified's Marketing Agent, Rileyagainst: Copy.ai, HubSpot Marketing Hub, Jasperno first choicenothing named
Two alternatives
Kite, Simplified's Marketing Agent, RileyThree alternatives
HubSpot Breeze, Kite, LindyQwen 3.7 FlashKiteHubSpot BreezeChangedJasperGoogle GeminiJasper, Simplified's Marketing Agent, Rileynothing named
Two alternatives
HubSpot Agent Hub, folk CRMTwo alternatives
Kite, Simplified's Marketing Agent, RileyFour alternatives
AEO Agent X, HubSpot Marketing Hub, QuickAds.ai, Surfer SEOFour alternatives
Brevo, Buffer, Canva, MakeOne alternative
HubSpotKimi K2ActiveCampaign, HubSpot Marketing HubHubSpot BreezeChangedCopy.aiagainst: Albert.aiSimplified's Marketing Agent, Rileyno first choiceagainst: Birdeye, ChatGPT Wrappers, Sprinklr, Squarespace
Four alternatives
ChatGPT, Claude, Jasper, KiteThree alternatives
Agensio.AI, Copy.ai, JasperFour alternatives
HubSpot Breeze, Jasper, Kite, Superscale AITwo alternatives
HubSpot Breeze, HyperGLM 4.7 FlashXKiteGrowth MethodChangedKiteRytrno first choicenothing named
Three alternatives
Agensio, Emma, HubSpot BreezeOne alternative
HubSpot BreezeFour alternatives
HubSpot Breeze, Jasper, Superscale AI, SymphonySix alternatives
Brevo, Buffer, Canva, ChatGPT, HubSpot Breeze, Kite AIMiniMax M2.5Emma, KiteCopy.ai, JasperChangedJasper, KiteSimplified's AI Marketing Agentno first choicenothing named
Three alternatives
HubSpot Breeze, Jasper with Jasper IQ, Simplified's Marketing Agent, RileyThree alternatives
HubSpot's AI Content Writer, Phrasee, SmartlyThree alternatives
Copy.ai, HubSpot Marketing Hub, Salesforce Agentforce MarketingOne alternative
HubSpot Marketing HubGPT-6 LunaActiveCampaignagainst: HubSpot BreezeHubSpot Breeze's Campaign AgentChangedHubSpot BreezeSimplified's Marketing Agent, Rileyno first choicenothing named
One alternative
ClayFour alternatives
ActiveCampaign Active Intelligence, Jasper, Klaviyo Composer, Zapier AgentsTwo alternatives
Buffer, HubSpotMuse Glimmer 30BKiteHubSpot BreezeChangedHubSpot Marketing Hub, JasperKiteno first choiceagainst: Air.ai, FBA Machine
Four alternatives
ActiveCampaign, Agent Craft, Growth Method, HubSpot Marketing HubOne alternative
JasperThree alternatives
Copy.ai, DOJO AI, SymphonyThree alternatives
HubSpot Breeze, Marblism, RunableBold 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 08:38 | yes | 19 | 10 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 15:16 | yes | 2 | 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 15:55 | yes | 10 | 21 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 12:06 | yes | 10 | 3 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:12 | yes | 14 | 11 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:11 | yes | 5 | 5 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 13:42 | yes | 25 | 27 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 15:11 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 14:18 | yes | 5 | 23 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 13:51 | yes | 19 | 47 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:38 | yes | 19 | 74 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:16 | yes | 5 | 22 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 16:05 | yes | 3 | 17 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 14:09 | yes | 15 | 22 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 13:56 | yes | 10 | 7 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 17:11 | yes | 3 | 4 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 15:22 | yes | 9 | 19 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 08:33 | yes | 10 | 3 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:30 | yes | 5 | 8 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 08:38 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 15:11 | yes | 25 | 30 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 17:28 | yes | 10 | 5 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 14:06 | yes | 5 | 30 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 13:10 | yes | 19 | 39 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 13:21 | yes | 10 | 19 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:39 | no | 0 | 12 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:06 | yes | 2 | 13 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:24 | yes | 15 | 19 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 15:43 | yes | 10 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:07 | yes | 3 | 6 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 12:55 | yes | 9 | 25 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 12:00 | yes | 10 | 5 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:15 | yes | 10 | 17 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:31 | yes | 5 | 6 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 16:36 | yes | 23 | 43 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 17:35 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:09 | yes | 5 | 27 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 16:49 | yes | 13 | 25 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 17:36 | yes | 25 | 47 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 17:00 | yes | 5 | 39 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 17:15 | yes | 5 | 20 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 16:08 | yes | 14 | 31 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:36 | yes | 10 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 13:25 | 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 11:01 | yes | 6 | 15 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 09:35 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:24 | yes | 9 | 14 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:14 | yes | 5 | 5 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 14:47 | yes | 24 | 27 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:04 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 15:24 | no | 0 | 28 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:34 | yes | 5 | 9 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 08:39 | yes | 20 | 166 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:28 | yes | 5 | 16 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 16:43 | yes | 4 | 18 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:34 | yes | 15 | 23 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:11 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 13:17 | 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 16:07 | no | 0 | 16 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 16:45 | yes | 10 | 6 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:09 | yes | 5 | 15 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 14:45 | no | 0 | 6 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 13:14 | yes | 20 | 31 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:01 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:30 | yes | 5 | 16 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 15:44 | yes | 10 | 21 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:32 | yes | 24 | 37 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 17:16 | no | 0 | 67 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 08:59 | yes | 3 | 50 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 16:27 | no | 0 | 2 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:55 | yes | 18 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 17:25 | yes | 5 | 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 13:29 | yes | 4 | 19 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 11:12 | yes | 10 | 5 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:02 | yes | 5 | 19 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 14:58 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 13:28 | yes | 25 | 27 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 13:43 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 15:52 | yes | 5 | 32 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 13:52 | yes | 14 | 31 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 13:14 | yes | 15 | 60 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:09 | no | 0 | 20 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 16:19 | yes | 4 | 13 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:04 | yes | 14 | 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
HubSpot AI read as HubSpot Breeze
HubSpot Breeze AI read as HubSpot Breeze
HubSpot Breeze AI (Content Agent) read as HubSpot Breeze
HubSpot Breeze AI Agents read as HubSpot Breeze
HubSpot Breeze AI 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
Simplified read as Simplified's Marketing Agent, Riley
Simplified (Agent "Riley") read as Simplified's Marketing Agent, Riley
Simplified (Agent: Riley) read as Simplified's Marketing Agent, Riley
Simplified (Riley Marketing Agent) read as Simplified's Marketing Agent, Riley
Simplified (Riley) read as Simplified's Marketing Agent, Riley
Simplified's Marketing Agent 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
Simplified's Riley (Marketing Agent) read as Simplified's Marketing Agent, Riley
Superscale read as Superscale AI
Unresolved, counted raw
AEO Agent X
ActiveCampaign AI Agents
ActiveCampaign Active Intelligence
Adobe
Agensio.AI
Agent Craft
Blaze
Breeze AI
ChatGPT Wrappers
Copy.ai GTM Operating System
DOJO AI
Google Ads AI features
Google Smart Bidding
HubSpot Breeze's Campaign Agent
HubSpot's AI Content Writer
Intercom's Resolution Bot / Ada
Klaviyo's free tier
Oleno
Outrank
Profound Agents
QuickAds.ai
Runable
Salesforce
Salesforce Agentforce for Small Business
ScaleLogix AI
Simplified's AI Marketing Agent (Riley)
Sleepless.ai
Stacc
Strive Labs
TODO for AI
Zapier AI / AI steps
Discontinued, still offered
No shut-down product was recommended here.