Nine of fourteen models named Bettermode first on the direct prompt; five named Higher Logic Vanilla. Bettermode was named by fourteen of the fourteen models and Higher Logic Vanilla by thirteen and Bettermode carries 48 labels and Higher Logic Vanilla 38, so the shares are not directly comparable.
Named in one category 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 community platforms page.
Across every category in the October 2026 Edition, Bettermode and Higher Logic Vanilla were named in the same answer fifty-nine times, of the 135 answers naming Bettermode and the 105 naming Higher Logic Vanilla. In those answers Higher Logic Vanilla took the first choice twelve times and Bettermode 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 eight in this category shown.
““Platforms to Avoid (Unsuitable for most large enterprises): Circle, Mighty Networks, Bettermode (formerly Tribe)”” Muse Glimmer 30B · negative prompt · hard negative
“Verdict: Avoid unless you're prepared for potential pricing rug pulls and have budget flexibility.” DeepSeek V4 Flash · negative prompt · hard negative
“also mentioned as a platform to avoid for large enterprises” Mistral Small · negative prompt · hard negative
“For most mid-market B2B companies, Bettermode offers a good balance of functionality, ease of use, transparent pricing, and CRM integration capabilities.” Claude Haiku 4.5 · direct prompt · first choice
“Discourse (especially if self-hosted) and Bettermode (depending on the plan) are highly recommended for budget-conscious organizations” Mistral Small · budget prompt · first choice
“The best customer community platform for a company with a limited budget is Bettermode, which is available from $149 a month billed annually.” Llama 4 Maverick · budget 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.
“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 4.1 Fast · 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 4.1 Fast · direct 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.