1 category · RankedHigher Logic Vanilla
Standing by category
| Category | Function | Share | Rank | Negative rate | Labels | Quadrant |
|---|---|---|---|---|---|---|
| Community platforms | Customer | 23% | 1 of 74 | 20% | 45 | accepted challenger |
Movement
By model
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 1 | 1 | 1 | 0 | 3 |
| GPT-5.4 mini | 1 | 0 | 1 | 0 | 2 |
| Gemini 3.5 Flash | 0 | 3 | 1 | 1 | 5 |
| Perplexity Sonar | 0 | 1 | 1 | 1 | 3 |
| Grok 4.1 Fast | 2 | 2 | 0 | 1 | 5 |
| Mistral Small | 0 | 2 | 0 | 1 | 3 |
| DeepSeek V4 Flash | 1 | 3 | 0 | 2 | 6 |
| Llama 4 Maverick | 1 | 0 | 2 | 0 | 3 |
| Qwen 3.7 Flash | 0 | 1 | 0 | 1 | 2 |
| Kimi K2 | 2 | 1 | 1 | 1 | 5 |
| GLM 4.7 FlashX | 2 | 1 | 0 | 0 | 3 |
| MiniMax M2.5 | 1 | 3 | 0 | 1 | 5 |
By framing
What the models said for it
Verbatim evidence the judge attached to positive labels.
“1. Higher Logic Vanilla ... designed to meet the needs of B2B companies looking to build online customer communities” Claude Haiku 4.5 · Community · paraphrase prompt · first choice
“Higher Logic Vanilla or Gainsight Customer Communities if you need deep enterprise features and CS alignment” Kimi K2 · Community · scale prompt · first choice
“Higher Logic Vanilla: Considered the #1 Best Customer Community Platform.” Llama 4 Maverick · Community · paraphrase prompt · first choice
“Higher Logic Vanilla — *Best Overall for Mid-Market B2B*” GLM 4.7 FlashX · Community · direct prompt · first choice
And against it
Verbatim evidence attached to negative labels. A warning on a product with few labels is a warning; on a product with many, it is one voice among them.
“The open-source Vanilla Forums is effectively abandoned, so avoid that specific variant.” DeepSeek V4 Flash · Community · negative prompt · hard negative
“Avoid entirely: Higher Logic Vanilla, Bettermode, Discord for business communities” Mistral Small · Community · negative prompt · hard negative
“Handle with Care (Despite Some Strengths) ... Use only if you have dedicated developer resources and an enterprise IT team” Qwen 3.7 Flash · Community · negative prompt · soft negative
“Users report clunky interfaces, inadequate moderation tools, and challenges scaling beyond basic forums” MiniMax M2.5 · Community · negative prompt · soft negative
Named alongside
What carried it into the answer
Citations exist only for the models that return a source list, four of the twelve in this edition, so these counts come from 24 of the 116 answers that named Higher Logic Vanilla and are not a share of its labels.
Domains cited
Eighty-nine of the 110 domain citations in answers naming Higher Logic Vanilla came from somebody else's page.
Pages cited
Pages are listed as the models cited them.
Names read as Higher Logic Vanilla
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