Five of fourteen models named Higher Logic Vanilla first on the direct prompt; zero named Gainsight Customer Communities. Higher Logic Vanilla was named by thirteen of the fourteen models and Gainsight Customer Communities by thirteen and Higher Logic Vanilla carries 38 labels and Gainsight Customer Communities 36, so the shares are not directly comparable.
Named in one category this edition.
Named in one category this edition.
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.
Across every category in the October 2026 Edition, Higher Logic Vanilla and Gainsight Customer Communities were named in the same answer seventy times, of the 105 answers naming Higher Logic Vanilla and the 101 naming Gainsight Customer Communities. In those answers Gainsight Customer Communities took the first choice eight times and Higher Logic Vanilla twenty-four.
| 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 |
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.
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“Legacy/Declining Platforms (e.g., Higher Logic Vanilla) ... criticism for declining product quality and support post-acquisition” Qwen 3.7 Flash · negative prompt · hard negative
“When to avoid: For feature-rich or high-engagement needs beyond basic forums.” Grok 4.20 · negative prompt · hard negative
“Generally solid, but also check their contracts carefully (they have a tendency toward upsells)” DeepSeek V4 Flash · negative prompt · soft negative
“Higher Logic Vanilla and Bettermode are tied at 23% first-choice share for a mid-market B2B customer community platform.” Muse Glimmer 30B · direct prompt · first choice
“I'd recommend starting with Bettermode or Higher Logic Vanilla as they top the recommendations for this segment” MiniMax M2.5 · direct prompt · first choice
“Higher Logic Vanilla (or Instructure Community) – Top Pick for Most Mid-Market B2B” Grok 4.20 · direct prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of seven in this category shown.
“Expensive and complex implementation; typically requires a dedicated admin and significant budget (often 6 figures annually)” GLM 4.7 FlashX · paraphrase prompt · soft negative
“Quote-only pricing; typically $50K+/year; built for upper mid-market to enterprise” DeepSeek V4 Flash · direct prompt · soft negative
“it uses custom pricing, which may be less predictable for tight budgets” Perplexity Sonar · budget prompt · soft negative
“The gold standard for B2B SaaS. It is heavily tailored toward support deflection, product ideation, and customer onboarding” Gemini 3.5 Flash · scale prompt · first choice
“Gainsight CC is purpose-built for B2B SaaS... If it is Product Feedback & CS Scale-up: Go with Gainsight CC.” Gemini 3.5 Flash · paraphrase prompt · first choice
“Gainsight Customer Communities is often the better fit because it connects community activity to health scores” Perplexity Sonar · direct prompt · alternative
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.