Community platforms · November 2026 Edition
Higher Logic Vanilla vs Facebook Groups
Four of fourteen models named Higher Logic Vanilla first on the direct prompt; zero named Facebook Groups. Higher Logic Vanilla was named by fourteen of the fourteen models and Facebook Groups by six and Higher Logic Vanilla carries 50 labels and Facebook Groups 10, so the shares are not directly comparable.
Named in one category this edition.
By Facebook, Colombia, founded 2004. Named in one category this edition.
First-choice share18%2%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate18%40%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#3#8A position in a field of 12; printed, not drawn.
Labels5010A 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 Facebook Groups · 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 modelsFacebook Groups
Direct402 against Higher Logic Vanilla
Paraphrase401 against Higher Logic Vanilla
Comparative50
Budget-constrained01
Scale-constrained10
Negative006 against Higher Logic Vanilla · 4 against Facebook Groups
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 Higher Logic Vanilla and Facebook Groups 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 Facebook Groups first choice named as an alternative argued againstblank: not namedEach cell is one answer, Higher Logic Vanilla on the left and Facebook Groups on the right.The direct prompt
The plain question, one answer per model, grouped by where Higher Logic Vanilla and Facebook Groups stood in it.
Higher Logic Vanilla first, Facebook Groups not the choice
4 of 14 modelsFacebook Groups 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
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
GPT-5.4 miniGainsight Customer Communities alternatives: Higher Logic Vanilla, Salesforce Experience Cloud
Mistral SmallBettermode alternatives: Higher Logic Vanilla, Influitive
GLM 4.7 FlashXBettermode alternatives: Circle, Higher Logic Vanilla, Influitive
Neither was named
6 of 14 modelsThe answer made no first choice from these two in this category.Perplexity SonarBettermode alternatives: Gainsight Customer Communities
Grok 4.20Bettermode alternatives: Circle, Discourse, Gainsight Customer Communities
Llama 4 MaverickCircle
Qwen 3.7 FlashBettermode, Circle alternatives: Salesforce Experience Cloud, Zendesk Community
Kimi K2Bettermode alternatives: Gainsight Customer Communities, Influitive
MiniMax M2.5Bettermode alternatives: Circle, Influitive, Salesforce Experience Cloud
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
Higher Logic Vanilla leads by two points.
Higher Logic Vanilla2%#7 of 12Facebook Groups0%#11 of 12Mid-marketThe figures above
Higher Logic Vanilla leads by sixteen points.
Higher Logic Vanilla18%#3 of 12Facebook Groups2%#8 of 12Enterprise
Higher Logic Vanilla leads by fifty-five points.
Higher Logic Vanilla55%#1 of 10Facebook Groups0%#– 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 Facebook Groups
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of seven in this category shown.
“These are convenient but risky for branded customer communities due to algorithm changes, data ownership loss, privacy scandals, and lack of control.” Grok 4.20 · negative prompt · hard negative
“Facebook Groups lack data ownership, have limited branding options, and are subject to algorithm changes” Mistral Small · negative prompt · hard negative
“No data ownership, algorithm changes disrupt reach, limited business features, privacy concerns” Kimi K2 · negative prompt · hard negative
“the best customer community platform is often Facebook Groups (completely free)” Grok 4.20 · budget prompt · first choice
“Completely free and leverages a platform most people already use. Good for informal communities but less branded.” Claude Haiku 4.5 · budget prompt · alternative
“Zero budget + no technical team: Use Discord, Facebook Groups, or Geneva.” Kimi K2 · budget prompt · alternative
Also compared
Bettermode vs Higher Logic VanillaBettermode vs Facebook GroupsDiscourse vs Higher Logic VanillaDiscourse vs Facebook GroupsHigher Logic Vanilla vs CircleHigher Logic Vanilla vs Gainsight Customer CommunitiesHigher Logic Vanilla vs DiscordHigher Logic Vanilla vs Mighty NetworksCircle vs Facebook GroupsGainsight Customer Communities vs Facebook GroupsDiscord vs Facebook GroupsMighty Networks 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.