Four of fourteen models named Circle first on the direct prompt; zero named Mighty Networks. Circle was named by fourteen of the fourteen models and Mighty Networks by eleven and Circle carries 53 labels and Mighty Networks 31, 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.
Across every category in the October 2026 Edition, Circle and Mighty Networks were named in the same answer seventy-five times, of the 143 answers naming Circle and the 80 naming Mighty Networks. In those answers Mighty Networks took the first choice two times and Circle seventeen.
| 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
“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
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
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.