Community platforms · November 2026 Edition
Discourse vs Higher Logic Vanilla
Zero of fourteen models named Discourse first on the direct prompt; four named Higher Logic Vanilla. Both were named by all fourteen models and Discourse carries 45 labels and Higher Logic Vanilla 50, so the shares are not directly comparable.
founded 2013. Named in one category this edition.
Named in one category this edition.
First-choice share18%18%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate9%18%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#2#3A position in a field of 12; printed, not drawn.
Labels4550A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Discourse 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 Discourse · Bettermode vs Higher Logic Vanilla · 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.
DiscourseFirst choices, of fourteen modelsHigher Logic Vanilla
Direct042 against Higher Logic Vanilla
Paraphrase142 against Discourse · 1 against Higher Logic Vanilla
Comparative05
Budget-constrained80
Scale-constrained011 against Discourse
Negative101 against Discourse · 6 against Higher Logic Vanilla
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, Discourse and Higher Logic Vanilla were named in the same answer seventy-four times, of the 143 answers naming Discourse and the 128 naming Higher Logic Vanilla. In those answers Higher Logic Vanilla took the first choice twenty times and Discourse six.
Every model, every framing
The eighty-four answers behind the chart above, one cell each: where Discourse and Higher Logic Vanilla 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 | | | |
Discourse Higher Logic Vanilla first choice named as an alternative argued againstblank: not namedEach cell is one answer, Discourse on the left and Higher Logic Vanilla on the right.The direct prompt
The plain question, one answer per model, grouped by where Discourse and Higher Logic Vanilla stood in it.
Higher Logic Vanilla first, Discourse an alternative
4 of 14 modelsDiscourse 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
5 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
Neither was named
5 of 14 modelsThe answer made no first choice from these two in this category.Perplexity SonarBettermode alternatives: 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
Discourse leads by twenty-nine points.
Discourse31%#2 of 12Higher Logic Vanilla2%#7 of 12Mid-marketThe figures above
Level: the same share of first choices.
Discourse18%#2 of 12Higher Logic Vanilla18%#3 of 12Enterprise
The order flips: Higher Logic Vanilla leads at enterprise.
Higher Logic Vanilla55%#1 of 10Discourse4%#5 of 10What the models said about Discourse
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“basic forums like Discourse (lacks B2B-specific features)” Grok 4.20 · paraphrase prompt · hard negative
“Excellent search and moderation; less "modern visual portal" aesthetic out of the box.” Gemini 3.5 Flash · scale prompt · soft negative
“the hosted version starts at ~$100/mo and can get pricey with scaling” Grok 4.20 · negative prompt · soft negative
“open-source, self-hostable, transparent pricing (from $100/mo), full data ownership, no lock-in” DeepSeek V4 Flash · negative prompt · first choice
“Absolute minimum budget: Start with Discourse (free) or Thinkific ($5/month)” MiniMax M2.5 · budget prompt · first choice
“Discourse if you want the best mix of capability, control, and cost-effectiveness.” GPT-5.4 mini · paraphrase prompt · first choice
What 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
Also compared
Bettermode vs DiscourseBettermode vs Higher Logic VanillaDiscourse vs CircleDiscourse vs Gainsight Customer CommunitiesDiscourse vs DiscordDiscourse vs Mighty NetworksDiscourse vs Facebook GroupsHigher Logic Vanilla vs CircleHigher Logic Vanilla vs Gainsight Customer CommunitiesHigher Logic Vanilla vs DiscordHigher Logic Vanilla vs Mighty NetworksHigher Logic Vanilla 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.