Community platforms · October 2026 Edition
Circle vs Higher Logic
Four of fourteen models named Circle first on the direct prompt; zero named Higher Logic. Circle was named by fourteen of the fourteen models and Higher Logic by seven and Circle carries 53 labels and Higher Logic 12, so the shares are not directly comparable.
Named in two categories this edition.
Named in two categories this edition.
First-choice share11%2%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate13%25%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#4#8A position in a field of 11; printed, not drawn.
Labels5312A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Circle 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 Circle · Bettermode vs Higher Logic · Discourse vs Circle
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.
CircleFirst choices, of fourteen modelsHigher Logic
Direct401 against Higher Logic
Paraphrase111 against Circle
Comparative201 against Circle
Budget-constrained202 against Circle · 1 against Higher Logic
Scale-constrained00
Negative003 against Circle · 1 against Higher Logic
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.
Every model, every framing
The eighty-four answers behind the chart above, one cell each: where Circle and Higher Logic 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 4.1 Fast | | | | | ||
| 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 | | | | |
Circle Higher Logic first choice named as an alternative argued againstblank: not namedEach cell is one answer, Circle on the left and Higher Logic on the right.The direct prompt
The plain question, one answer per model, grouped by where Circle and Higher Logic stood in it.
Circle first, Higher Logic not the choice
4 of 14 modelsHigher Logic 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
6 of 14 modelsThe answer put something else first and named one of the two as an alternative.Gemini 3.5 FlashBettermode alternatives: Circle, Discourse, Gainsight Customer Communities, Higher Logic Vanilla
Perplexity SonarBettermode alternatives: Circle, Discourse, Gainsight Customer Communities
Grok 4.1 FastHigher Logic Vanilla alternatives: Bettermode, Circle, Discourse, Gainsight Customer Communities
DeepSeek V4 FlashBettermode alternatives: Circle, Higher Logic Vanilla
MiniMax M2.5Bettermode, Higher Logic Vanilla alternatives: Circle, Discourse
Muse Glimmer 30BBettermode, Higher Logic Vanilla alternatives: Circle, Discourse
Neither was named
4 of 14 modelsThe answer made no first choice from these two in this category.Claude Haiku 4.5Bettermode alternatives: Gainsight Customer Communities, Higher Logic Vanilla, Influitive, Zendesk Community
GPT-5.4 miniHigher Logic Vanilla alternatives: Khoros Communities
Llama 4 MaverickBettermode
GPT-6 LunaHigher Logic Vanilla alternatives: Bettermode, Discourse
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 Logic0%#9 of 14Mid-marketThe figures above
Enterprise
The order flips: Higher Logic leads at enterprise.
Higher Logic2%#– of 10Circle0%#9 of 10What 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 4.1 Fast · 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
What the models said about Higher Logic
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of seven in this category shown.
“Platforms with Known Problems or Limitations ... Higher Logic (Thrive & Vanilla) Primary concerns: - Clunky, dated interface” GLM 4.7 FlashX · negative prompt · hard negative
“better for enterprise-scale or support-led programs, usually less ideal for mid-market” Perplexity Sonar · direct prompt · soft negative
“without the high price tag of enterprise solutions like Higher Logic or Lithium” Mistral Small · budget prompt · soft negative
“I'd recommend Higher Logic or Vanilla Forums due to their strong B2B focus” MiniMax M2.5 · paraphrase prompt · first choice
“Pick Higher Logic if you want a mature community platform with stronger engagement/community-management orientation.” GPT-5.4 mini · comparative prompt · alternative
“Market ranking places Higher Logic in the top tier with Salesforce and Khoros.” Muse Glimmer 30B · comparative prompt · alternative
Also compared
Bettermode vs CircleBettermode vs Higher LogicDiscourse vs CircleDiscourse vs Higher LogicHigher Logic Vanilla vs CircleHigher Logic Vanilla vs Higher LogicCircle vs Gainsight Customer CommunitiesCircle vs Mighty NetworksCircle vs DiscordGainsight Customer Communities vs Higher LogicMighty Networks vs Higher LogicDiscord 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.