# Higher Logic Vanilla vs Skool: which do AI models recommend for community, September 2026

GTM AI Recommendation Index, September 2026 Edition, Community platforms. Six of twelve models named Higher Logic Vanilla first on the direct prompt; zero named Skool. Page: https://gtm-ai-index.com/customer/community-platforms/higher-logic-vanilla-vs-skool/

| | First-choice share | Rank | Negative rate | Labels | Models naming it |
|---|---|---|---|---|---|
| Higher Logic Vanilla | 23% | #1 of 14 | 20% | 45 | 12 of 12 |
| Skool | 2% | #8 of 14 | 20% | 10 | 6 of 12 |

## The direct prompt, model by model

- GPT-5.4 mini: higher logic vanilla first (first choices: Higher Logic Vanilla) (alternatives: Gainsight Customer Communities, Khoros Communities)
- Grok 4.1 Fast: higher logic vanilla first (first choices: Higher Logic Vanilla) (alternatives: Bettermode, Gainsight Customer Communities)
- DeepSeek V4 Flash: higher logic vanilla first (first choices: Higher Logic Vanilla) (alternatives: Bettermode, Gainsight Customer Communities, Salesforce Experience Cloud, Zendesk Community)
- Kimi K2: higher logic vanilla first (first choices: Higher Logic Vanilla) (alternatives: Bettermode, Circle, Salesforce Experience Cloud)
- GLM 4.7 FlashX: higher logic vanilla first (first choices: Higher Logic Vanilla) (alternatives: Bettermode, Gainsight Customer Communities, Salesforce Experience Cloud, Zendesk Community)
- MiniMax M2.5: higher logic vanilla first (first choices: Circle, Higher Logic Vanilla) (alternatives: Bettermode, Salesforce Experience Cloud)
- Claude Haiku 4.5: neither first, one named (first choices: Bettermode) (alternatives: Gainsight Customer Communities, Higher Logic Vanilla, Influitive, Zendesk Community)
- Gemini 3.5 Flash: neither first, one named (first choices: Bettermode) (alternatives: Discourse, Gainsight Customer Communities, Higher Logic Vanilla)
- Perplexity Sonar: neither named (first choices: Bettermode) (alternatives: Circle, Gainsight Customer Communities)
- Mistral Small: neither named (first choices: Bettermode) (alternatives: Discourse, Jatra)
- Llama 4 Maverick: neither named
- Qwen 3.7 Flash: neither named (first choices: Circle) (alternatives: Discourse, Guru, Microsoft Viva Topics & Teams, Salesforce Communities)

## What the models said about Higher Logic Vanilla

- "The open-source Vanilla Forums is effectively abandoned, so avoid that specific variant." (DeepSeek V4 Flash, negative prompt, hard negative)
- "Avoid entirely: Higher Logic Vanilla, Bettermode, Discord for business communities" (Mistral Small, negative prompt, hard negative)
- "Handle with Care (Despite Some Strengths) ... Use only if you have dedicated developer resources and an enterprise IT team" (Qwen 3.7 Flash, negative prompt, soft negative)
- "1. Higher Logic Vanilla ... designed to meet the needs of B2B companies looking to build online customer communities" (Claude Haiku 4.5, paraphrase prompt, first choice)
- "Higher Logic Vanilla or Gainsight Customer Communities if you need deep enterprise features and CS alignment" (Kimi K2, scale prompt, first choice)
- "Higher Logic Vanilla: Considered the #1 Best Customer Community Platform." (Llama 4 Maverick, paraphrase prompt, first choice)

## What the models said about Skool

- "Avoid Creator-First Platforms (e.g., Circle, Mighty Networks, Skool)" (Gemini 3.5 Flash, direct prompt, hard negative)
- "Why to be cautious: Feature limitations and poor user experience" (Mistral Small, negative prompt, soft negative)
- "Final Pick: If you can spend even a tiny amount, Skool at $9/month gives you the most features per dollar." (Qwen 3.7 Flash, budget prompt, first choice)
- "Skool at $99/month is one of the most cost-effective all-in-one options with gamification and payments built in." (GLM 4.7 FlashX, budget prompt, alternative)
- "Skool is a highly simplified platform that combines discussion threads, a course classroom, and an event calendar." (Gemini 3.5 Flash, budget prompt, alternative)

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. Comparisons are drawn for the top eight products in each category. Published under CC BY 4.0; the output is the models' output, and nothing here is a recommendation by the index.