| Category | Function | Share | Rank | Negative rate | Labels | Quadrant | Since September 2026 |
|---|---|---|---|---|---|---|---|
| Conversational marketing platforms | Marketing | 8% | 5 of 87 | 8% | 25 | accepted challenger | |
| Chatbots and conversational AI for support | Customer | 0% | 55 of 114 | 0% | 1 | under 10 labels · led by Intercom Fin AI Agent at 41% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked. |
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 1 | 0 | 0 | 1 |
| GPT-5.4 mini | 1 | 0 | 0 | 0 | 1 |
| Gemini 3.5 Flash | 0 | 2 | 0 | 1 | 3 |
| Perplexity Sonar | 0 | 1 | 0 | 0 | 1 |
| Grok 4.20 | 0 | 1 | 0 | 0 | 1 |
| Mistral Small | 0 | 0 | 2 | 0 | 2 |
| DeepSeek V4 Flash | 0 | 1 | 1 | 0 | 2 |
| Llama 4 Maverick | 2 | 0 | 1 | 0 | 3 |
| Qwen 3.7 Flash | 0 | 4 | 0 | 1 | 5 |
| Kimi K2 | 0 | 2 | 0 | 0 | 2 |
| GLM 4.7 FlashX | 0 | 1 | 0 | 0 | 1 |
| MiniMax M2.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-6 Luna | 2 | 2 | 0 | 0 | 4 |
| Muse Glimmer 30B | 0 | 0 | 0 | 0 | 0 |
Verbatim evidence the judge attached to positive labels.
“HubSpot Conversations - Best for SMBs and mid-market companies already invested in the HubSpot ecosystem.” Llama 4 Maverick · Conversational mktg · paraphrase prompt · first choice
“The best conversational marketing platform for a mid-market B2B company is HubSpot Conversations” Llama 4 Maverick · Conversational mktg · direct prompt · first choice
“HubSpot: best all-in-one choice if you want chat + CRM + marketing automation.” GPT-5.4 mini · Conversational mktg · comparative prompt · first choice
“My default pick: HubSpot—if you're a typical mid-market B2B company” GPT-6 Luna · Conversational mktg · direct prompt · first choice
Verbatim evidence attached to negative labels. A warning on a product with few labels is a warning; on a product with many, it is one voice among them.
“Caution if you are a small-to-midsized business without dedicated operations staff.” Gemini 3.5 Flash · Conversational mktg · negative prompt · soft negative
“HubSpot lags behind dedicated competitors” Qwen 3.7 Flash · Conversational mktg · negative prompt · soft negative
Citations exist only for the models that return a source list, five of the fourteen in this edition, so these counts come from 62 of the 67 answers that named HubSpot Conversations and are not a share of its labels.
196 of the 209 domain citations in answers naming HubSpot Conversations came from somebody else's page.
Pages are listed as the models cited them.
Search figures are US estimates from DataForSEO, read October 5, 2026; AI search demand is its modeled, directional estimate, not a count of queries to any assistant. The answers are this edition's. Two measurements side by side: neither is read as the cause of the other.
An email the morning each edition publishes: where this product moved, where it held, and by how much against the noise floor. One address, confirmed by a click; a stop link in every email.
Already following? Everything you follow, with a stop for each.
Fetched September 14, 2026. These describe the company, not the product's standing, and a claimed page can dispute any of them. · Wikidata · LinkedIn · Crunchbase
What HubSpot Conversations's own pages state, read October 5, 2026: academy.hubspot.com/setting-up-conversations, academy.hubspot.com/conversation-intelligence, academy.hubspot.com/using-hubspot-conversations, academy.hubspot.com/facebook-messenger-with-hubspot, blog.hubspot.com/service/live-chat. A claimed page can correct any of them.
Claiming is free and changes nothing in the data. A claimed page shows a verified contact who is told when each edition publishes and when HubSpot Conversations's standing changes by more than the noise floor; the right to propose corrections to the vendor table, meaning names the judge wrote that should or should not read as HubSpot Conversations, applied by version and listed in the change log; and a one-line description supplied by the vendor and marked as such.
A new claim receives the current edition's vendor brief for HubSpot Conversations by email, built from the raw record of the edition. It shows: