Higher Logic Vanilla is a community platform from Higher Logic for building customer communities · higherlogic.com ↗
The standing depends on who is buying. Every model is asked the same questions for each company size.
Circle is first at 39%.
Bettermode is first at 25%. 4 of 14 models made it the first choice when asked directly.
Ranked first. Next is Khoros Communities at 13%.
“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 question · 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 question · first choice
“Higher Logic Vanilla — Strong all-around, good for B2B, strong integrations, community-first (not an add-on)”DeepSeek V4 Flash · Scale-constrained question · first choice
“Ranked #1 overall in some 2026 vendor comparison reports for overall capability and must-have feature coverage”DeepSeek V4 Flash · Comparative question · first choice
“The open-source variant of Vanilla Forums is widely considered effectively abandoned.”Qwen 3.7 Flash · Negative question · warning
“The open-source version (Vanilla Forums) is effectively abandoned.”Mistral Small · Negative question · warning
“the lack of escape hatches makes them risky if the vendor changes direction, raises prices, or degrades service”DeepSeek V4 Flash · Negative question · warning
“Primarily caters to enterprise-sized companies — may be overkill/overpriced for smaller businesses”Kimi K2 · Negative question · warning
The products named in the same answers as Higher Logic Vanilla, over the 128 answers that named it, and how often each was the first choice instead.
| Product | Named together | Picked instead | |
|---|---|---|---|
| 98 | 3 | View → | |
| 92 | 11 | Compare → | |
| 84 | 16 | Compare → | |
| 81 | 2 | View → | |
| 74 | 6 | Compare → | |
| 70 | 18 | Compare → | |
| 34 | 2 | Compare → | |
| 22 | 1 | Compare → | |
| 20 | 0 | View → | |
| 17 | 0 | View → |
What the models named instead of Higher Logic Vanilla →
A side-by-side page exists where both products are among a category's top eight.
Stated on Higher Logic Vanilla's own site, not checked by Gane.
Fourteen AI models from 12 labs are asked the same buying questions six ways, for three company sizes. Standings refresh every edition.
Gane sells AI visibility software. No company can pay to change a result.
Read the method →Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted. These counts come from 119 of the 128 answers that named Higher Logic Vanilla and are not a share of its labels.
317 of the 426 domain citations in answers naming Higher Logic Vanilla came from a third party's page. Thirty-seven were to the publisher's own pages (the Gane Index), which the models cite like any other source; they are not counted as a third party.
Pages are listed as the models cited them.
| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 3 | 1 | 0 | 4 |
| GPT-5.4 mini | 0 | 2 | 0 | 1 | 3 |
| Gemini 3.5 Flash | 2 | 2 | 0 | 1 | 5 |
| Perplexity Sonar | 1 | 1 | 0 | 0 | 2 |
| Grok 4.20 | 1 | 2 | 0 | 2 | 5 |
| Mistral Small | 0 | 1 | 2 | 1 | 4 |
| DeepSeek V4 Flash | 3 | 1 | 0 | 1 | 5 |
| Llama 4 Maverick | 2 | 0 | 2 | 0 | 4 |
| Qwen 3.7 Flash | 0 | 1 | 0 | 1 | 2 |
| Kimi K2 | 0 | 2 | 1 | 2 | 5 |
| GLM 4.7 FlashX | 0 | 2 | 0 | 0 | 2 |
| MiniMax M2.5 | 0 | 1 | 2 | 0 | 3 |
| GPT-6 Luna | 2 | 0 | 1 | 0 | 3 |
| Muse Glimmer 30B | 3 | 0 | 0 | 0 | 3 |
| Kind | Pages | Last 90 days | 2025-10 to 2026-09 | Latest | Categories named |
|---|---|---|---|---|---|
| Blog | 1,438 | 22 | 2026-09-25 | SEO, Mobile apps | |
| News or press | 90 | 2 | 2026-08-11 | ||
| Conference or event | 58 | 4 | 2026-11-19 | Community | |
| Webinar or virtual event | 46 | 4 | 2026-09-25 | ||
| Glossary or explainer | 39 | 0 | 2025-10-27 | ||
| Case study | 24 | 0 | 2026-03-19 | ||
| Comparison | 12 | 0 | 2025-05-01 | ||
| Podcast or video | 7 | 3 | 2026-09-01 | ||
| Report or ebook | 6 | 0 | 2026-02-05 | ||
| Template or tool | 3 | 0 | 2026-02-05 |
As the event pages on higherlogic.com state them, read September 28, 2026.
Every page higherlogic.com exposes, subdomains included. Kind is read from the address and title. The last 90 days, the latest date and the twelve months count pages by when they were published, from the site's feeds, a date in the address, or the page's own publication date, read from up to a hundred of its most recently changed pages; a page that says only when it last changed is counted in its kind but not in when, so the recent counts are a floor, and a kind none of whose pages gives a publication date reads undated. An event counts as online when its address or title says so (webinar, on demand, virtual or online summit); a conference, summit, trade show, expo or roadshow that does not say so is counted as a conference or event, which on a vendor's site is mostly in person. Read September 29, 2026.