One of fourteen models named Gainsight Customer Success first on the direct prompt; one named Planhat. Both were named by all fourteen models and Gainsight Customer Success carries 64 labels and Planhat 49, so the shares are not directly comparable.
Named in one category this edition.
Named in three 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 November 2026 Edition, Gainsight Customer Success and Planhat were named in the same answer 115 times, of the 181 answers naming Gainsight Customer Success and the 187 naming Planhat. In those answers Planhat took the first choice six times and Gainsight Customer Success forty-one.
| 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 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
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of five in this category shown.
“Called "useless" in some threads, possibly due to rollout or fit, with complaints about it not delivering intended value.” Grok 4.20 · negative prompt · soft negative
“Steep learning curve for customization... Some users report it as "useless"” DeepSeek V4 Flash · negative prompt · soft negative
“ChurnZero or Planhat are generally considered the best balance of functionality and usability” MiniMax M2.5 · direct prompt · first choice
“Mid-market companies wanting a balance of power and ease of use | 3–4 months | Strong admin experience, clean UX, and fast implementation” GLM 4.7 FlashX · scale prompt · alternative
“Flexible for mid-market, with strong analytics, segmentation, and growth tools. Scales to enterprise but starts simpler.” Grok 4.20 · scale prompt · alternative
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.