Zero of fourteen models named Discord first on the direct prompt; zero named Higher Logic. Discord was named by nine of the fourteen models and Higher Logic by seven and Discord carries 13 labels and Higher Logic 12, so the shares are not directly comparable.
Named in four 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. Five of six in this category shown.
“increasingly viewed as "traps" when used as official customer success or support hubs” Gemini 3.5 Flash · negative prompt · hard negative
“Discord has faced privacy and safety concerns, including reports of hacking, spam, and exposure to inappropriate content.” MiniMax M2.5 · negative prompt · soft negative
“My recommendation for truly limited budgets would be starting with Discord (free)” Claude Haiku 4.5 · budget prompt · first choice
“For tightest budget, start with Discord (free)” MiniMax M2.5 · budget prompt · first choice
“"essentially free for most community features, making it a practical option if you're starting out or want to avoid upfront costs."” Muse Glimmer 30B · budget 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.