Three of fourteen models named Vitally first on the direct prompt; zero named HubSpot Service Hub. Vitally was named by fourteen of the fourteen models and HubSpot Service Hub by eleven and Vitally carries 57 labels and HubSpot Service Hub 27, so the shares are not directly comparable.
Named in three categories this edition.
By HubSpot, Cambridge, United States, founded 2006. Named in eight 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 customer success platforms page.
Across every category in the October 2026 Edition, Vitally and HubSpot Service Hub were named in the same answer sixty times, of the 146 answers naming Vitally and the 255 naming HubSpot Service Hub. In those answers HubSpot Service Hub took the first choice nine times and Vitally ten.
| 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 seven in this category shown.
“Account-Based Pricing Models (Planhat, Vitally, ChurnZero)... costs can escalate quickly without corresponding value” Mistral Small · negative prompt · soft negative
“Opaque Enterprise Pricing: Mid-market teams routinely see quotes exceeding $100K/year” Kimi K2 · negative prompt · soft negative
“Unlike Vitally (~$299+/mo, great for growth metrics but pricier)” Grok 4.20 · budget prompt · soft negative
“Top pick for mid-market and fast-growing teams: ChurnZero or Vitally, depending on whether you prioritize usage-based health scoring or modern UX.” Muse Glimmer 30B · scale prompt · first choice
“ChurnZero or Vitally, depending on whether you prioritize usage-based health scoring or modern UX.” Llama 4 Maverick · paraphrase prompt · first choice
“Prioritize high-rated, user-loved options like Vitally, Custify, or Skalin” Grok 4.20 · negative prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of four in this category shown.
“Avoid the "Let's Just Build It in Our CRM" Trap (Salesforce / HubSpot Customization)” Gemini 3.5 Flash · negative prompt · hard negative
“Not a dedicated customer success platform — lacks the deep health scoring, churn prediction, and journey orchestration of the specialists.” DeepSeek V4 Flash · comparative prompt · soft negative
“For the tightest budget, Totango's free tier or HubSpot Service Hub's free plan would be the best starting points.” MiniMax M2.5 · budget prompt · first choice
“the best customer success platform is usually HubSpot Service Hub Starter if you want an all-in-one option” Perplexity Sonar · budget 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.