Two 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 ten and Circle carries 57 labels and Mighty Networks 22, 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 November 2026 Edition, Circle and Mighty Networks were named in the same answer seventy times, of the 153 answers naming Circle and the 78 naming Mighty Networks. In those answers Mighty Networks took the first choice zero times and Circle eighteen.
| 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.
“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
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“it has a concerning track record regarding customer support, billing, and accessibility that makes it risky for business-critical customer communities” GLM 4.7 FlashX · negative prompt · hard negative
“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
“I'd start with Circle or Mighty Networks. Both are highly rated” GLM 4.7 FlashX · paraphrase prompt · first choice
“differentiates itself through its highly customizable community spaces and native mobile app capabilities” MiniMax M2.5 · comparative prompt · alternative
“places a stronger emphasis on native mobile app experiences and structured community cohorts” Gemini 3.5 Flash · 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.