# Higher Logic Vanilla vs Circle: which do AI models recommend for community, October 2026

GTM AI Recommendation Index, October 2026 Edition, Community platforms. Five of fourteen models named Higher Logic Vanilla first on the direct prompt; four named Circle. Page: https://gtm-ai-index.com/customer/community-platforms/higher-logic-vanilla-vs-circle/

| | First-choice share | Rank | Negative rate | Labels | Models naming it |
|---|---|---|---|---|---|
| Higher Logic Vanilla | 16% | #3 of 11 | 13% | 38 | 13 of 14 |
| Circle | 11% | #4 of 11 | 13% | 53 | 14 of 14 |

## The direct prompt, model by model

- GPT-5.4 mini: higher logic vanilla first (first choices: Higher Logic Vanilla) (alternatives: Khoros Communities)
- Grok 4.20: higher logic vanilla first (first choices: Higher Logic Vanilla) (alternatives: Bettermode, Circle, Discourse, Gainsight Customer Communities)
- MiniMax M2.5: higher logic vanilla first (first choices: Bettermode, Higher Logic Vanilla) (alternatives: Circle, Discourse)
- GPT-6 Luna: higher logic vanilla first (first choices: Higher Logic Vanilla) (alternatives: Bettermode, Discourse)
- Muse Glimmer 30B: higher logic vanilla first (first choices: Bettermode, Higher Logic Vanilla) (alternatives: Circle, Discourse)
- Mistral Small: circle first (first choices: Circle) (alternatives: Bettermode, Discourse)
- Qwen 3.7 Flash: circle first (first choices: Circle) (alternatives: Discourse, HubSpot Community)
- Kimi K2: circle first (first choices: Bettermode, Circle) (alternatives: Discourse, Gainsight Customer Communities, Higher Logic Vanilla)
- GLM 4.7 FlashX: circle first (first choices: Bettermode, Circle) (alternatives: Gainsight Customer Communities)
- 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: Circle, Discourse, Gainsight Customer Communities, Higher Logic Vanilla)
- Perplexity Sonar: neither first, one named (first choices: Bettermode) (alternatives: Circle, Discourse, Gainsight Customer Communities)
- DeepSeek V4 Flash: neither first, one named (first choices: Bettermode) (alternatives: Circle, Higher Logic Vanilla)
- Llama 4 Maverick: neither named (first choices: Bettermode)

## What the models said about Higher Logic Vanilla

- "Legacy/Declining Platforms (e.g., Higher Logic Vanilla) ... criticism for declining product quality and support post-acquisition" (Qwen 3.7 Flash, negative prompt, hard negative)
- "When to avoid: For feature-rich or high-engagement needs beyond basic forums." (Grok 4.20, negative prompt, hard negative)
- "Generally solid, but also check their contracts carefully (they have a tendency toward upsells)" (DeepSeek V4 Flash, negative prompt, soft negative)
- "Higher Logic Vanilla and Bettermode are tied at 23% first-choice share for a mid-market B2B customer community platform." (Muse Glimmer 30B, direct prompt, first choice)
- "I'd recommend starting with Bettermode or Higher Logic Vanilla as they top the recommendations for this segment" (MiniMax M2.5, direct prompt, first choice)
- "Higher Logic Vanilla (or Instructure Community) – Top Pick for Most Mid-Market B2B" (Grok 4.20, direct prompt, first choice)

## What the models said about Circle

- "“Platforms to Avoid (Unsuitable for most large enterprises): Circle, Mighty Networks, Bettermode (formerly Tribe)”" (Muse Glimmer 30B, negative prompt, hard negative)
- "Circle and Mighty Networks are explicitly listed as unsuitable for most large enterprises" (Mistral Small, negative prompt, hard negative)
- "Avoid pricier ones like Circle ($89/mo)" (Grok 4.20, budget prompt, hard negative)
- "Highly regarded for its user-friendly interface, strong engagement features, and seamless integration of memberships, courses, and community spaces." (Mistral Small, comparative prompt, first choice)
- "Circle - a comprehensive online community platform that offers a range of features, including community, events, courses, and mobile apps." (Llama 4 Maverick, paraphrase prompt, first choice)
- "1. Circle - Best All-Rounder ... Most mid-market B2B companies find that Circle or Bettermode provide the best balance" (GLM 4.7 FlashX, direct prompt, first choice)

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. 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.