Zero of fourteen models named Discourse first on the direct prompt; two named Circle. Both were named by all fourteen models and Discourse carries 45 labels and Circle 57, so the shares are not directly comparable.
founded 2013. 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 November 2026 Edition, Discourse and Circle were named in the same answer 116 times, of the 143 answers naming Discourse and the 153 naming Circle. In those answers Circle took the first choice thirty-two times and Discourse twenty-one.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | ||||||
| Perplexity Sonar | ||||||
| Grok 4.20 | ||||||
| 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.
“basic forums like Discourse (lacks B2B-specific features)” Grok 4.20 · paraphrase prompt · hard negative
“Excellent search and moderation; less "modern visual portal" aesthetic out of the box.” Gemini 3.5 Flash · scale prompt · soft negative
“the hosted version starts at ~$100/mo and can get pricey with scaling” Grok 4.20 · negative prompt · soft negative
“open-source, self-hostable, transparent pricing (from $100/mo), full data ownership, no lock-in” DeepSeek V4 Flash · negative prompt · first choice
“Absolute minimum budget: Start with Discourse (free) or Thinkific ($5/month)” MiniMax M2.5 · budget prompt · first choice
“Discourse if you want the best mix of capability, control, and cost-effectiveness.” GPT-5.4 mini · paraphrase 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.
“Mighty Networks/Circle (more consumer/SaaS-focused or membership sites)” Grok 4.20 · paraphrase prompt · hard negative
“Avoid Per-Seat Pricing: Platforms like Circle.so or Mighty Networks are popular but often start at $99/mo.” Qwen 3.7 Flash · budget prompt · soft negative
“Circle, Bettermode, or comparable tools will not create engagement by themselves” Perplexity Sonar · negative prompt · soft negative
“Circle — best for branded customer communities that also want courses, events, memberships, and monetization in one modern platform.” GPT-5.4 mini · comparative prompt · first choice
“The best customer community platform for a company with a limited budget is Circle, which is available from $89 a month” Llama 4 Maverick · budget prompt · first choice
“The best customer community platform for a mid-market B2B company is Circle, which is the best all-around choice” Llama 4 Maverick · 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.