Community platforms · October 2026 Edition
Higher Logic Vanilla vs Circle
Five of fourteen models named Higher Logic Vanilla first on the direct prompt; four named Circle. Higher Logic Vanilla was named by thirteen of the fourteen models and Circle by fourteen and Higher Logic Vanilla carries 38 labels and Circle 53, so the shares are not directly comparable.
Named in one category this edition.
Named in two categories this edition.
First-choice share16%11%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate13%13%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#3#4A position in a field of 11; printed, not drawn.
Labels3853A 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 twelve 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
Direct541 against Higher Logic Vanilla
Paraphrase411 against Circle
Comparative121 against Circle
Budget-constrained022 against Circle
Scale-constrained10
Negative004 against Higher Logic Vanilla · 3 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 October 2026 Edition, Higher Logic Vanilla and Circle were named in the same answer fifty-three times, of the 105 answers naming Higher Logic Vanilla and the 143 naming Circle. In those answers Circle took the first choice thirteen times and Higher Logic Vanilla fifteen.
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
5 of 14 modelsCircle was named in the answer but not as the choice, or not at all.GPT-5.4 miniHigher Logic Vanilla alternatives: Khoros Communities
Grok 4.20Higher Logic Vanilla alternatives: Bettermode, Circle, Discourse, Gainsight Customer Communities
MiniMax M2.5Bettermode, Higher Logic Vanilla alternatives: Circle, Discourse
GPT-6 LunaHigher Logic Vanilla alternatives: Bettermode, Discourse
Muse Glimmer 30BBettermode, Higher Logic Vanilla alternatives: Circle, Discourse
Circle first, Higher Logic Vanilla an alternative
4 of 14 modelsHigher Logic Vanilla was named in the answer but not as the choice, or not at all.Mistral SmallCircle alternatives: Bettermode, Discourse
Qwen 3.7 FlashCircle alternatives: Discourse, HubSpot Community
Kimi K2Bettermode, Circle alternatives: Discourse, Gainsight Customer Communities, Higher Logic Vanilla
GLM 4.7 FlashXBettermode, Circle alternatives: Gainsight Customer Communities
Neither was the first choice, one was named
4 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, Influitive, Zendesk Community
Gemini 3.5 FlashBettermode alternatives: Circle, Discourse, Gainsight Customer Communities, Higher Logic Vanilla
Perplexity SonarBettermode alternatives: Circle, Discourse, Gainsight Customer Communities
DeepSeek V4 FlashBettermode alternatives: Circle, Higher Logic Vanilla
Neither was named
1 of 14 modelsThe answer made no first choice from these two in this category.Llama 4 MaverickBettermode
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 forty-three points.
Circle43%#1 of 14Higher Logic Vanilla0%#11 of 14Mid-marketThe figures above
The order flips: Higher Logic Vanilla leads at mid-market.
Higher Logic Vanilla16%#3 of 11Circle11%#4 of 11Enterprise
Higher Logic Vanilla leads by twenty-nine points.
Higher Logic Vanilla29%#1 of 10Circle0%#9 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.
“Legacy/Declining Platforms (e.g., Higher Logic Vanilla) ... criticism for declining product quality and support post-acquisition” Qwen 3.7 Flash · negative prompt · hard negative
“When to avoid: For feature-rich or high-engagement needs beyond basic forums.” Grok 4.20 · negative prompt · hard negative
“Generally solid, but also check their contracts carefully (they have a tendency toward upsells)” DeepSeek V4 Flash · negative prompt · soft negative
“Higher Logic Vanilla and Bettermode are tied at 23% first-choice share for a mid-market B2B customer community platform.” Muse Glimmer 30B · direct prompt · first choice
“I'd recommend starting with Bettermode or Higher Logic Vanilla as they top the recommendations for this segment” MiniMax M2.5 · direct prompt · first choice
“Higher Logic Vanilla (or Instructure Community) – Top Pick for Most Mid-Market B2B” Grok 4.20 · direct 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.
““Platforms to Avoid (Unsuitable for most large enterprises): Circle, Mighty Networks, Bettermode (formerly Tribe)”” Muse Glimmer 30B · negative prompt · hard negative
“Circle and Mighty Networks are explicitly listed as unsuitable for most large enterprises” Mistral Small · negative prompt · hard negative
“Avoid pricier ones like Circle ($89/mo)” Grok 4.20 · budget prompt · hard negative
“Highly regarded for its user-friendly interface, strong engagement features, and seamless integration of memberships, courses, and community spaces.” Mistral Small · comparative prompt · first choice
“Circle - a comprehensive online community platform that offers a range of features, including community, events, courses, and mobile apps.” Llama 4 Maverick · paraphrase prompt · first choice
“1. Circle - Best All-Rounder ... Most mid-market B2B companies find that Circle or Bettermode provide the best balance” GLM 4.7 FlashX · 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 Mighty NetworksHigher Logic Vanilla vs DiscordHigher Logic Vanilla vs Higher LogicCircle vs Gainsight Customer CommunitiesCircle vs Mighty NetworksCircle vs DiscordCircle vs Higher LogicAll 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.