Two of fourteen models named Circle first on the direct prompt; zero named Facebook Groups. Circle was named by fourteen of the fourteen models and Facebook Groups by six and Circle carries 57 labels and Facebook Groups 10, so the shares are not directly comparable.
Named in two categories this edition.
By Facebook, Colombia, founded 2004. Named in one category 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 Facebook Groups were named in the same answer twenty-eight times, of the 153 answers naming Circle and the 35 naming Facebook Groups. In those answers Facebook Groups took the first choice one time and Circle six.
| 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 seven in this category shown.
“These are convenient but risky for branded customer communities due to algorithm changes, data ownership loss, privacy scandals, and lack of control.” Grok 4.20 · negative prompt · hard negative
“Facebook Groups lack data ownership, have limited branding options, and are subject to algorithm changes” Mistral Small · negative prompt · hard negative
“No data ownership, algorithm changes disrupt reach, limited business features, privacy concerns” Kimi K2 · negative prompt · hard negative
“the best customer community platform is often Facebook Groups (completely free)” Grok 4.20 · budget prompt · first choice
“Completely free and leverages a platform most people already use. Good for informal communities but less branded.” Claude Haiku 4.5 · budget prompt · alternative
“Zero budget + no technical team: Use Discord, Facebook Groups, or Geneva.” Kimi K2 · budget 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.