Three of fourteen models named Vitally first on the direct prompt; zero named Gainsight Customer Success. Both were named by all fourteen models and Vitally carries 57 labels and Gainsight Customer Success 59, so the shares are not directly comparable.
Named in three categories this edition.
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 customer success platforms page.
Across every category in the October 2026 Edition, Vitally and Gainsight Customer Success were named in the same answer 106 times, of the 146 answers naming Vitally and the 183 naming Gainsight Customer Success. In those answers Gainsight Customer Success took the first choice twenty-eight times and Vitally seventeen.
| 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. 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 4.1 Fast · 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 4.1 Fast · negative prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“Gainsight is the most complex, most expensive platform, and one most likely to fail adoption tests at companies that aren't ready for it” Claude Haiku 4.5 · negative prompt · hard negative
“Avoid Gainsight if you have a team of fewer than 10 to 15 CSMs or lack a dedicated CS Operations resource.” Gemini 3.5 Flash · negative prompt · hard negative
“Platforms with Documented Concerns ### Gainsight ⚠️ ... Security Incident (Nov 2025)... High Cost” Kimi K2 · negative prompt · hard negative
“Gainsight — *The Enterprise Leader* ... The most mature, feature-rich platform on the market” DeepSeek V4 Flash · comparative prompt · first choice
“Gainsight: Leader in Gartner MQ and Forrester Wave; dominant in G2 reviews.” Grok 4.1 Fast · comparative prompt · first choice
“Most feature-rich platform on the market ... Gartner Magic Quadrant leader” MiniMax M2.5 · 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.