Two of twelve models named Circle first on the direct prompt; zero named Facebook Groups. Circle was named by twelve of the twelve models and Facebook Groups by ten and Circle carries 43 labels and Facebook Groups 11, 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 twelve 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 September 2026 Edition, Circle and Facebook Groups were named in the same answer thirty times, of the 125 answers naming Circle and the 32 naming Facebook Groups. In those answers Facebook Groups took the first choice two times and Circle five.
| 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 |
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.
“Avoid Creator-First Platforms (e.g., Circle, Mighty Networks, Skool)” Gemini 3.5 Flash · direct prompt · hard negative
“Avoid: Paid SaaS like Circle ($89/mo)” Grok 4.1 Fast · budget prompt · hard negative
“Very polished UX, but support/billing concerns are notable... Circle for post-cancellation billing issues” DeepSeek V4 Flash · negative prompt · soft negative
“Start with Circle if you want a polished, low-maintenance experience that covers marketing, support, and engagement.” Qwen 3.7 Flash · paraphrase prompt · first choice
“If you have ~$90/month and no developers, Circle offers the best value for a professional customer community.” Kimi K2 · budget prompt · first choice
“the best customer community platform is usually Circle if you want a polished, all-in-one branded community” GPT-5.4 mini · budget 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.
“AVOID for Business Communities... never build a business-critical community here.” Kimi K2 · negative prompt · hard negative
“they come with platform lock-in, limited control over the experience, and weak ownership of member data” Perplexity Sonar · negative prompt · soft negative
“Limitations: No data ownership, limited branding, poor monetization, algorithm-dependent” Qwen 3.7 Flash · budget prompt · soft negative
“Start with Facebook Groups or Discord to test community interest and engagement before investing in a paid platform.” GLM 4.7 FlashX · budget prompt · first choice
“free or near-free option like Discord or Facebook Groups ... weaker for branding, customer support workflows” GPT-5.4 mini · budget prompt · alternative
“Completely free and familiar to most users... though moderation can be more challenging.” Claude Haiku 4.5 · 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.