Eight of twelve models named ChurnZero first on the direct prompt; zero named HubSpot Service Hub. ChurnZero was named by twelve of the twelve models and HubSpot Service Hub by ten and ChurnZero carries 58 labels and HubSpot Service Hub 15, so the shares are not directly comparable.
Named in three categories this edition.
By HubSpot, Cambridge, United States, founded 2006. Named in seven categories this edition.
Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all twelve 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.
| 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 |
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 eight in this category shown.
“Platforms to AVOID on a Limited Budget | ChurnZero | Starts at ~$849/month + $5K-25K setup fees” Kimi K2 · budget prompt · hard negative
“Avoid pricier options like ... Vitally/ChurnZero (custom, $1K+/month)” Grok 4.1 Fast · budget prompt · hard negative
“What to Avoid on a Budget ... generally not where you should start” DeepSeek V4 Flash · budget prompt · hard negative
“I'd most often recommend ChurnZero if your main goals are customer health scoring, retention, and renewal-risk management” GPT-5.4 mini · paraphrase prompt · first choice
“I'd recommend ChurnZero as the top choice for a mid-sized B2B company's customer health and retention management needs” GLM 4.7 FlashX · paraphrase prompt · first choice
“ChurnZero offers the best balance of speed-to-value, purpose-built mid-market fit, and scalable health scoring” Qwen 3.7 Flash · paraphrase 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.
“HubSpot Service Hub - Too lightweight for dedicated health scoring needs” Mistral Small · paraphrase prompt · hard negative
“HubSpot offers a highly robust free CRM that includes basic ticketing, customer portals, email tracking, and contact management.” Gemini 3.5 Flash · budget prompt · first choice
“HubSpot Service Hub (Free tier) is the best customer success platform for a company with a limited budget.” Grok 4.1 Fast · budget prompt · first choice
“Custify or HubSpot Service Hub are top picks for budget-conscious teams” Claude Haiku 4.5 · 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.