Zero of fourteen models named Tidio first on the direct prompt; four named HubSpot Conversations. Tidio was named by fourteen of the fourteen models and HubSpot Conversations by twelve and Tidio carries 40 labels and HubSpot Conversations 21, so the shares are not directly comparable.
founded 2013. Named in seven categories this edition.
By HubSpot, Cambridge, United States, founded 2006. Named in one category 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 4.20 | ||||||
| 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 six in this category shown.
“Reasonable for small businesses and basic chat, but be cautious if you expect complex B2B qualification” Perplexity Sonar · negative prompt · soft negative
“Very budget-friendly, but more SMB/e-commerce focused. May lack B2B lead routing depth.” Kimi K2 · direct prompt · soft negative
“Budget-friendly alternatives ... though with fewer advanced B2B pipeline features.” GLM 4.7 FlashX · paraphrase prompt · soft negative
“Best Overall for Small Businesses: Tidio - Has the most comprehensive free plan and affordable paid option at $24/month” GLM 4.7 FlashX · budget prompt · first choice
“For most small businesses with limited budgets, Tidio offers the best balance of features and affordability.” Kimi K2 · budget prompt · first choice
“Tidio stands out as the best conversational marketing platform for companies with a limited budget.” Grok 4.20 · budget prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“HubSpot Conversations or Intercom (Fin) are the most widely recommended for mid-market B2B” Claude Haiku 4.5 · direct prompt · first choice
“For most mid-market B2B companies, HubSpot Conversations is the best default choice” Perplexity Sonar · direct prompt · first choice
“For a typical mid-market B2B company, HubSpot is the safest default” GPT-6 Luna · direct 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.