Five of fourteen models named Intercom first on the direct prompt; zero named ManyChat. Intercom was named by fourteen of the fourteen models and ManyChat by eight and Intercom carries 54 labels and ManyChat 14, so the shares are not directly comparable.
United States, founded 2011. Named in twelve 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.
| 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. Two of two in this category shown.
“Top picks: Intercom (sales-focused), HubSpot (all-in-one CRM), Drift (conversational AI), Tidio/Zendesk (affordable multi-channel).” Grok 4.1 Fast · scale prompt · first choice
“Choose Intercom if you need a single tool for both buyer-facing sales qualification and post-sale/support, with Fin AI deflection” Muse Glimmer 30B · direct 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.