Six of twelve models named Higher Logic Vanilla first on the direct prompt; four named Bettermode. Higher Logic Vanilla was named by twelve of the twelve models and Bettermode by eleven and Higher Logic Vanilla carries 45 labels and Bettermode 40, so the shares are not directly comparable.
Named in one category this edition.
Named in two categories this edition.
Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all twelve 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.
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.
“The open-source Vanilla Forums is effectively abandoned, so avoid that specific variant.” DeepSeek V4 Flash · negative prompt · hard negative
“Avoid entirely: Higher Logic Vanilla, Bettermode, Discord for business communities” Mistral Small · 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 · negative prompt · soft negative
“1. Higher Logic Vanilla ... designed to meet the needs of B2B companies looking to build online customer communities” Claude Haiku 4.5 · paraphrase prompt · first choice
“Higher Logic Vanilla or Gainsight Customer Communities if you need deep enterprise features and CS alignment” Kimi K2 · scale prompt · first choice
“Higher Logic Vanilla: Considered the #1 Best Customer Community Platform.” Llama 4 Maverick · paraphrase prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“eliminated its free plan and raised prices to $399+/month. No longer budget-friendly.” DeepSeek V4 Flash · budget prompt · hard negative
“Strongly avoid. Pattern of acquiring customers then degrading service.” Kimi K2 · negative prompt · hard negative
“Why to avoid: Major technical and support failures” Mistral Small · negative prompt · hard negative
“One of the most modern, highly customizable, and user-friendly platforms on the market... heavily utilized by mid-market tech companies.” Gemini 3.5 Flash · scale prompt · first choice
“Best Overall: Bettermode (formerly Tribe)... Bettermode offers the best balance of purpose-built features, integrations, and value” Mistral Small · direct prompt · first choice
“I'd recommend Bettermode as the best overall choice because it's specifically designed for B2B SaaS companies” Mistral Small · paraphrase prompt · first choice
Comparisons are drawn for the top three products in each category. The output is the models' output; nothing here is a recommendation by the index.