Six of twelve models named Vitally first on the direct prompt; zero named Skalin. Vitally was named by twelve of the twelve models and Skalin by seven and Vitally carries 50 labels and Skalin 14, so the shares are not directly comparable.
Named in two categories this edition.
Named in two 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.
Across every category in the September 2026 Edition, Vitally and Skalin were named in the same answer seventeen times, of the 133 answers naming Vitally and the 25 naming Skalin. In those answers Skalin took the first choice three times and Vitally two.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | SK | |||||
| Perplexity Sonar | ||||||
| Grok 4.1 Fast | ||||||
| Mistral Small | ||||||
| DeepSeek V4 Flash | ||||||
| Llama 4 Maverick | ||||||
| Qwen 3.7 Flash | SK | |||||
| 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 seven in this category shown.
“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
“Be Cautious If: You want quick, simple setups and do not have technical resources to manage filtering logic.” Gemini 3.5 Flash · negative prompt · soft negative
“Start with Vitally for most mid-market companies - it offers the best balance of features, pricing, and modern UX” GLM 4.7 FlashX · direct prompt · first choice
“Vitally is the strongest overall choice and the default pick most CS analysts point mid-market teams to first” DeepSeek V4 Flash · paraphrase prompt · first choice
“Vitally — If you want fast time-to-value, modern UX, and strong product analytics integration” Kimi K2 · scale prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.
“Skalin claims #1 on Capterra/G2 (4.92/5), but lower visibility/scale vs. leaders.” Grok 4.1 Fast · direct prompt · soft negative
“Custify and Skalin offer the best balance of dedicated customer success features and affordability” Mistral Small · budget prompt · first choice
“Vitally, ChurnZero, Catalyst, Custify, Skalin | Highly Recommended.” Gemini 3.5 Flash · scale prompt · first choice
“| Skalin | 4.90/5 | Top-rated for 5 years straight |” DeepSeek V4 Flash · negative 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.