Two of fourteen models named HubSpot Conversations first on the direct prompt; zero named ManyChat. HubSpot Conversations was named by eleven of the fourteen models and ManyChat by eight and HubSpot Conversations carries 25 labels and ManyChat 14, so the shares are not directly comparable.
By HubSpot, Cambridge, United States, founded 2006. Named in two categories this edition.
Named in four 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, HubSpot Conversations and ManyChat were named in the same answer sixteen times, of the 67 answers naming HubSpot Conversations and the 66 naming ManyChat. In those answers ManyChat took the first choice one time and HubSpot Conversations three.
| 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. 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
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of five in this category shown.
“Cons include "limitations in platform support, reliance on Facebook policies, a learning curve, a pricing structure based on subscribers, and a dependency on Facebook Messenger."” Muse Glimmer 30B · negative prompt · soft negative
“For smaller teams, ManyChat and ChatBot have support and functionality limitations.” DeepSeek V4 Flash · negative prompt · soft negative
“My top pick for most small businesses: ManyChat ($15/month) or Tidio ($29/month)” GLM 4.7 FlashX · budget prompt · first choice
“ManyChat – free plan with contact limits... ManyChat is the closest like-for-like swap for Chatfuel.” Muse Glimmer 30B · budget prompt · alternative
“If most of your customers come from Instagram or Facebook, start with ManyChat's free plan” DeepSeek V4 Flash · budget prompt · alternative
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.