Community platforms · November 2026 Edition
Higher Logic Vanilla vs Circle
Four of fourteen models named Higher Logic Vanilla first on the direct prompt; two named Circle. Both were named by all fourteen models and Higher Logic Vanilla carries 50 labels and Circle 57, so the shares are not directly comparable.
Named in one category this edition.
Named in two categories this edition.
First-choice share18%14%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate18%12%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#3#4A position in a field of 12; printed, not drawn.
Labels5057A 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 eleven of the fourteen direct answers. Bettermode vs Higher Logic Vanilla · Bettermode vs Circle · Discourse vs Higher Logic Vanilla
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.
By framing
How many of the fourteen models made each the first choice, per way of asking, and how many argued against it.
Higher Logic VanillaFirst choices, of fourteen modelsCircle
Direct422 against Higher Logic Vanilla · 1 against Circle
Paraphrase431 against Higher Logic Vanilla · 2 against Circle
Comparative52
Budget-constrained022 against Circle
Scale-constrained10
Negative016 against Higher Logic Vanilla · 2 against Circle
Bars are first choices, 0 to 14 each sideModels that argued againstA model can name both, so the two sides of a row do not sum to fourteen.
Across every category in the November 2026 Edition, Higher Logic Vanilla and Circle were named in the same answer seventy times, of the 128 answers naming Higher Logic Vanilla and the 153 naming Circle. In those answers Circle took the first choice eighteen times and Higher Logic Vanilla eighteen.
Every model, every framing
The eighty-four answers behind the chart above, one cell each: where Higher Logic Vanilla and Circle stood in it.
| 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 | | | |
Higher Logic Vanilla Circle first choice named as an alternative argued againstblank: not namedEach cell is one answer, Higher Logic Vanilla on the left and Circle on the right.The direct prompt
The plain question, one answer per model, grouped by where Higher Logic Vanilla and Circle stood in it.
Higher Logic Vanilla first, Circle an alternative
4 of 14 modelsCircle was named in the answer but not as the choice, or not at all.Gemini 3.5 FlashGainsight Customer Communities, Higher Logic Vanilla alternatives: Bettermode, Discourse
DeepSeek V4 FlashHigher Logic Vanilla alternatives: Gainsight Customer Communities, Khoros Communities
GPT-6 LunaHigher Logic Vanilla alternatives: Bettermode, Gainsight Customer Communities
Muse Glimmer 30BHigher Logic Vanilla alternatives: Bettermode, Circle, Gainsight Customer Communities, Salesforce Experience Cloud
Circle first, Higher Logic Vanilla not the choice
2 of 14 modelsHigher Logic Vanilla was named in the answer but not as the choice, or not at all.Llama 4 MaverickCircle
Qwen 3.7 FlashBettermode, Circle alternatives: Salesforce Experience Cloud, Zendesk Community
Neither was the first choice, one was named
6 of 14 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
GPT-5.4 miniGainsight Customer Communities alternatives: Higher Logic Vanilla, Salesforce Experience Cloud
Grok 4.20Bettermode alternatives: Circle, Discourse, Gainsight Customer Communities
Mistral SmallBettermode alternatives: Higher Logic Vanilla, Influitive
GLM 4.7 FlashXBettermode alternatives: Circle, Higher Logic Vanilla, Influitive
MiniMax M2.5Bettermode alternatives: Circle, Influitive, Salesforce Experience Cloud
Neither was named
2 of 14 modelsThe answer made no first choice from these two in this category.Perplexity SonarBettermode alternatives: Gainsight Customer Communities
Kimi K2Bettermode alternatives: Gainsight Customer Communities, Influitive
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 thirty-seven points.
Circle39%#1 of 12Higher Logic Vanilla2%#7 of 12Mid-marketThe figures above
The order flips: Higher Logic Vanilla leads at mid-market.
Higher Logic Vanilla18%#3 of 12Circle14%#4 of 12Enterprise
Higher Logic Vanilla leads by fifty-three points.
Higher Logic Vanilla55%#1 of 10Circle2%#8 of 10What 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 variant of Vanilla Forums is widely considered effectively abandoned.” Qwen 3.7 Flash · negative prompt · hard negative
“The open-source version (Vanilla Forums) is effectively abandoned.” Mistral Small · negative prompt · hard negative
“the lack of escape hatches makes them risky if the vendor changes direction, raises prices, or degrades service” DeepSeek V4 Flash · negative prompt · soft negative
“A leading enterprise customer community platform. It excels at peer-to-peer customer support, knowledge bases, ideation, and deep gamification” Gemini 3.5 Flash · comparative prompt · first choice
“the best online community software for a mid-sized B2B company would be Higher Logic Vanilla, Bettermode, or Circle” Llama 4 Maverick · paraphrase prompt · first choice
“Higher Logic Vanilla — Strong all-around, good for B2B, strong integrations, community-first (not an add-on)” DeepSeek V4 Flash · scale 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.
“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
Also compared
Bettermode vs Higher Logic VanillaBettermode vs CircleDiscourse vs Higher Logic VanillaDiscourse vs CircleHigher Logic Vanilla vs Gainsight Customer CommunitiesHigher Logic Vanilla vs DiscordHigher Logic Vanilla vs Mighty NetworksHigher Logic Vanilla vs Facebook GroupsCircle vs Gainsight Customer CommunitiesCircle vs DiscordCircle vs Mighty NetworksCircle vs Facebook GroupsAll twenty-eight head-to-head pages and the full community standing
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.