Zero of fourteen models named Tidio first on the direct prompt; two named HubSpot Conversations. Tidio was named by thirteen of the fourteen models and HubSpot Conversations by eleven and Tidio carries 31 labels and HubSpot Conversations 25, so the shares are not directly comparable.
founded 2013. Named in seven 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, Tidio and HubSpot Conversations were named in the same answer thirty-two times, of the 241 answers naming Tidio and the 67 naming HubSpot Conversations. In those answers HubSpot Conversations took the first choice nine times and Tidio twelve.
| 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. Four of four in this category shown.
“you should be cautious about relying on Tidio if you plan to scale into complex B2B territory” Qwen 3.7 Flash · negative prompt · soft negative
“If you need one pick for most limited-budget companies needing website conversational marketing today, Tidio is the consensus affordable entry point” Muse Glimmer 30B · budget prompt · first choice
“Best low-cost standalone option: Tidio — usually easier to justify when you just need website chat and basic automation.” GPT-5.4 mini · budget prompt · first choice
“Tidio is the best overall budget-friendly choice because it is repeatedly described as having an affordable entry point” Perplexity Sonar · budget 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.