Community platforms · September 2026 Edition
Higher Logic Vanilla vs Circle
Six of twelve models named Higher Logic Vanilla first on the direct prompt; two named Circle. Both were named by all twelve models and Higher Logic Vanilla carries 45 labels and Circle 43, so the shares are not directly comparable.
Named in one category this edition.
Named in two categories this edition.
First-choice share23%15%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate20%23%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#1#3A position in a field of 14; printed, not drawn.
Labels4543A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Higher Logic Vanilla reading right to left. Rank and label count are printed, not drawn.Bettermode was named alongside these two in nine of the twelve direct answers. Higher Logic Vanilla vs Bettermode · Bettermode vs Circle
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.
By framing
How many of the twelve models made each the first choice, per way of asking, and how many argued against it.
Higher Logic VanillaFirst choices, of twelve modelsCircle
Direct621 against Higher Logic Vanilla · 3 against Circle
Paraphrase42
Comparative01
Budget-constrained031 against Higher Logic Vanilla · 2 against Circle
Scale-constrained101 against Higher Logic Vanilla
Negative006 against Higher Logic Vanilla · 5 against Circle
Bars are first choices, 0 to 12 each sideModels that argued againstA model can name both, so the two sides of a row do not sum to twelve.
The direct prompt
The plain question, one answer per model, grouped by where Higher Logic Vanilla and Circle stood in it.
Both were the first choice
1 of 12 modelsThe answer named them together, and the judge labeled each a first choice.MiniMax M2.5Circle, Higher Logic Vanilla alternatives: Bettermode, Salesforce Experience Cloud
Higher Logic Vanilla first, Circle an alternative
5 of 12 modelsCircle was named in the answer but not as the choice, or not at all.GPT-5.4 miniHigher Logic Vanilla alternatives: Gainsight Customer Communities, Khoros Communities
Grok 4.1 FastHigher Logic Vanilla alternatives: Bettermode, Gainsight Customer Communities
DeepSeek V4 FlashHigher Logic Vanilla alternatives: Bettermode, Gainsight Customer Communities, Salesforce Experience Cloud, Zendesk Community
Kimi K2Higher Logic Vanilla alternatives: Bettermode, Circle, Salesforce Experience Cloud
GLM 4.7 FlashXHigher Logic Vanilla alternatives: Bettermode, Gainsight Customer Communities, Salesforce Experience Cloud, Zendesk Community
Circle first, Higher Logic Vanilla not the choice
1 of 12 modelsHigher Logic Vanilla was named in the answer but not as the choice, or not at all.Qwen 3.7 FlashCircle alternatives: Discourse, Guru, Microsoft Viva Topics & Teams, Salesforce Communities
Neither was the first choice, one was named
3 of 12 modelsThe answer put something else first and named one of the two as an alternative.Claude Haiku 4.5Bettermode alternatives: Gainsight Customer Communities, Higher Logic Vanilla, Influitive, Zendesk Community
Gemini 3.5 FlashBettermode alternatives: Discourse, Gainsight Customer Communities, Higher Logic Vanilla
Perplexity SonarBettermode alternatives: Circle, Gainsight Customer Communities
Neither was named
2 of 12 modelsThe answer made no first choice from these two in this category.Mistral SmallBettermode alternatives: Discourse, Jatra
Llama 4 Maverickno first choice
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.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment and they are never added together. The figures above are the mid-market standing, which is the one the category orders by.
Small business
Circle leads by twenty-nine points.
Circle31%#1 of 13Higher Logic Vanilla2%#8 of 13Mid-marketThe figures above
The order flips: Higher Logic Vanilla leads at mid-market.
Higher Logic Vanilla23%#1 of 14Circle15%#3 of 14Enterprise
Higher Logic Vanilla leads by thirty-seven points.
Higher Logic Vanilla38%#1 of 9Circle2%#8 of 9What the models said about Higher Logic Vanilla
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“The open-source Vanilla Forums is effectively abandoned, so avoid that specific variant.” DeepSeek V4 Flash · negative prompt · hard negative
“Avoid entirely: Higher Logic Vanilla, Bettermode, Discord for business communities” Mistral Small · negative prompt · hard negative
“Handle with Care (Despite Some Strengths) ... Use only if you have dedicated developer resources and an enterprise IT team” Qwen 3.7 Flash · negative prompt · soft negative
“1. Higher Logic Vanilla ... designed to meet the needs of B2B companies looking to build online customer communities” Claude Haiku 4.5 · paraphrase prompt · first choice
“Higher Logic Vanilla or Gainsight Customer Communities if you need deep enterprise features and CS alignment” Kimi K2 · scale prompt · first choice
“Higher Logic Vanilla: Considered the #1 Best Customer Community Platform.” Llama 4 Maverick · paraphrase prompt · first choice
What the models said about Circle
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
Comparisons are drawn for the top three products in each category. The output is the models' output; nothing here is a recommendation by the index.