Two of fourteen models named Vitally first on the direct prompt; one named Gainsight Customer Success. Both were named by all fourteen models and Vitally carries 65 labels and Gainsight Customer Success 64, 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 November 2026 Edition, Vitally and Gainsight Customer Success were named in the same answer 120 times, of the 178 answers naming Vitally and the 181 naming Gainsight Customer Success. In those answers Gainsight Customer Success took the first choice thirty-four times and Vitally fifteen.
| 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.
“Praised for Notion-like design but has negative reviews on functionality, understaffed support, slow feature delivery, and uneven post-sale attention” Grok 4.20 · negative prompt · soft negative
“While Vitally generally has higher user satisfaction ratings than Gainsight, it has specific friction points that can lead to team burnout.” GLM 4.7 FlashX · negative prompt · soft negative
“It's polished for SMBs but may stretch a very tight budget” Grok 4.20 · budget prompt · soft negative
“AI-powered, unified views, and automation. Excellent for mid-market teams wanting a clean CSM workspace without heavy Ops overhead.” Grok 4.20 · scale prompt · first choice
“Many experts suggest that under ~1,000 customers, Vitally or Custify are often the right fit.” DeepSeek V4 Flash · scale prompt · first choice
“Best For: Mid-market companies looking for a balance of power and ease of use.” Qwen 3.7 Flash · direct 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.
“Consider only if you have dedicated admin resources and a clear implementation plan. Many experienced CSMs actively dislike it.” Kimi K2 · negative prompt · hard negative
“Avoid Gainsight if you have fewer than 10 Customer Success employees and no dedicated Ops person.” Qwen 3.7 Flash · negative prompt · hard negative
“Avoid Gainsight, ChurnZero, and similar enterprise-focused tools at this stage” Perplexity Sonar · budget prompt · hard negative
“A mature, feature-deep enterprise suite with health scores, playbooks, and journey orchestration, recognized as a Gartner Magic Quadrant leader” Claude Haiku 4.5 · comparative prompt · first choice
“Widely considered the industry standard for enterprise customer success. It is highly robust but also complex to implement.” Qwen 3.7 Flash · comparative prompt · first choice
“Gainsight - Industry-leading customer success platform with strong analytics, health scoring, and automated workflows.” Claude Haiku 4.5 · paraphrase 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.