Nine of fourteen models named Bettermode first on the direct prompt; zero named Higher Logic. Bettermode was named by fourteen of the fourteen models and Higher Logic by seven and Bettermode carries 48 labels and Higher Logic 12, so the shares are not directly comparable.
Named in one category this edition.
Named in two 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 community platforms page.
Across every category in the October 2026 Edition, Bettermode and Higher Logic were named in the same answer twenty-two times, of the 135 answers naming Bettermode and the 37 naming Higher Logic. In those answers Higher Logic took the first choice one time and Bettermode nine.
| 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 seven in this category shown.
“Platforms with Known Problems or Limitations ... Higher Logic (Thrive & Vanilla) Primary concerns: - Clunky, dated interface” GLM 4.7 FlashX · negative prompt · hard negative
“better for enterprise-scale or support-led programs, usually less ideal for mid-market” Perplexity Sonar · direct prompt · soft negative
“without the high price tag of enterprise solutions like Higher Logic or Lithium” Mistral Small · budget prompt · soft negative
“I'd recommend Higher Logic or Vanilla Forums due to their strong B2B focus” MiniMax M2.5 · paraphrase prompt · first choice
“Pick Higher Logic if you want a mature community platform with stronger engagement/community-management orientation.” GPT-5.4 mini · comparative prompt · alternative
“Market ranking places Higher Logic in the top tier with Salesforce and Khoros.” Muse Glimmer 30B · comparative 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.