Zero of fourteen models named Discourse first on the direct prompt; four named Circle. Discourse was named by thirteen of the fourteen models and Circle by fourteen and Discourse carries 49 labels and Circle 53, so the shares are not directly comparable.
founded 2013. 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.
Across every category in the October 2026 Edition, Discourse and Circle were named in the same answer 103 times, of the 131 answers naming Discourse and the 143 naming Circle. In those answers Circle took the first choice thirty times and Discourse twenty-four.
| 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 seven in this category shown.
“Highly extensible, lower cost ... but requires more technical resources” DeepSeek V4 Flash · scale prompt · soft negative
“Discourse (open source, requires technical maintenance)” Qwen 3.7 Flash · scale prompt · soft negative
“Self-hosted option is free but requires DevOps expertise” DeepSeek V4 Flash · direct prompt · soft negative
“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 choice is usually Discourse... If your budget is very tight, the best value answer is Discourse” Perplexity Sonar · budget prompt · first choice
“If you need a truly free, owned community today, self-hosted Discourse is the most mature open-source option.” Muse Glimmer 30B · 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.
““Platforms to Avoid (Unsuitable for most large enterprises): Circle, Mighty Networks, Bettermode (formerly Tribe)”” Muse Glimmer 30B · negative prompt · hard negative
“Circle and Mighty Networks are explicitly listed as unsuitable for most large enterprises” Mistral Small · negative prompt · hard negative
“Avoid pricier ones like Circle ($89/mo)” Grok 4.1 Fast · budget prompt · hard negative
“Highly regarded for its user-friendly interface, strong engagement features, and seamless integration of memberships, courses, and community spaces.” Mistral Small · comparative prompt · first choice
“Circle - a comprehensive online community platform that offers a range of features, including community, events, courses, and mobile apps.” Llama 4 Maverick · paraphrase prompt · first choice
“1. Circle - Best All-Rounder ... Most mid-market B2B companies find that Circle or Bettermode provide the best balance” GLM 4.7 FlashX · 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.