One of fourteen models named Drift first on the direct prompt; two named HubSpot Conversations. Drift was named by fourteen of the fourteen models and HubSpot Conversations by eleven and Drift carries 55 labels and HubSpot Conversations 25, so the shares are not directly comparable.
By Salesloft, Atlanta, United States, founded 2011. Named in ten categories this edition.
By HubSpot, Cambridge, United States, founded 2006. Named in two categories this edition.
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; rank is within the category; every quote names the model and the prompt it came from. Both figures come from the conversational marketing platforms page.
Across every category in the October 2026 Edition, Drift and HubSpot Conversations were named in the same answer forty-seven times, of the 259 answers naming Drift and the 67 naming HubSpot Conversations. In those answers HubSpot Conversations took the first choice eight times and Drift eight.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | ||||||
| Perplexity Sonar | ||||||
| Grok 4.1 Fast | ||||||
| Mistral Small | ||||||
| DeepSeek V4 Flash | ||||||
| Llama 4 Maverick | ||||||
| Qwen 3.7 Flash | ||||||
| Kimi K2 | ||||||
| GLM 4.7 FlashX | ||||||
| MiniMax M2.5 | ||||||
| GPT-6 Luna | ||||||
| Muse Glimmer 30B |
Bold names in an answer are the products the judge labeled a first choice; a model naming several gives each of them that label. The full answer text for every row is in the record.
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“the main one to be cautious about is Drift, because multiple recent sources say it is being sunset/wound down after Salesloft's acquisition” Perplexity Sonar · negative prompt · hard negative
“A supply-chain attack in August 2025 exploited OAuth tokens issued to the Salesloft Drift integration with Salesforce and Google Workspace.” Muse Glimmer 30B · negative prompt · hard negative
“Drift, the long-time pioneer of this space, has been officially sunset by Clari + Salesloft... Do not purchase legacy Drift.” Gemini 3.5 Flash · scale prompt · hard negative
“Choose Drift (Salesloft/1Mind) or Qualified if you are a B2B enterprise company with active sales development representative (SDR) teams.” Gemini 3.5 Flash · comparative prompt · first choice
“Drift defined the modern "greet → qualify → book meeting" playbook... making it a go‑to for outbound‑oriented B2B teams.” GLM 4.7 FlashX · comparative prompt · first choice
“The gold standard for B2B pipeline acceleration, but premium pricing is a barrier for mid-market and smaller companies.” Kimi K2 · comparative prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of six in this category shown.
“Caution if you are a small-to-midsized business without dedicated operations staff.” Gemini 3.5 Flash · negative prompt · soft negative
“HubSpot lags behind dedicated competitors” Qwen 3.7 Flash · negative prompt · soft negative
“HubSpot Conversations - Best for SMBs and mid-market companies already invested in the HubSpot ecosystem.” Llama 4 Maverick · paraphrase prompt · first choice
“The best conversational marketing platform for a mid-market B2B company is HubSpot Conversations” Llama 4 Maverick · direct prompt · first choice
“HubSpot: best all-in-one choice if you want chat + CRM + marketing automation.” GPT-5.4 mini · comparative prompt · first choice
Comparisons are drawn for the top eight products in each category, each against each. The output is the models' output; nothing here is a recommendation by the index.