Zero of fourteen models named Mighty Networks first on the direct prompt; zero named Higher Logic. Mighty Networks was named by eleven of the fourteen models and Higher Logic by seven and Mighty Networks carries 31 labels and Higher Logic 12, so the shares are not directly comparable.
Named in two categories 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.
| 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
“explicitly listed as unsuitable for most large enterprises due to their limitations in scalability” Mistral Small · negative prompt · hard negative
“Avoid pricier ones like Circle ($89/mo) or Mighty Networks ($33+/mo) unless scaling fast” Grok 4.1 Fast · budget prompt · hard negative
“starting with Discord (free) or Mighty Networks (affordable freemium tier)” Claude Haiku 4.5 · budget prompt · first choice
“For best value/features, I'd recommend Mighty Networks or Circle” MiniMax M2.5 · budget prompt · first choice
“Best for creators, coaches, and educators, offering integrated courses, monetization tools, and a mobile-friendly design.” Mistral Small · comparative prompt · alternative
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.