Ten of fourteen models named Document360 first on the direct prompt; zero named BookStack. Document360 was named by fourteen of the fourteen models and BookStack by eleven and Document360 carries 43 labels and BookStack 17, so the shares are not directly comparable.
Named in two categories this edition.
founded 2015. 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 knowledge base and self-service page.
| 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. Four of five in this category shown.
“Quote-only pricing (no published price)” GLM 4.7 FlashX · negative prompt · soft negative
“Highly rated for customer-facing teams... making it a strong choice for B2B companies focused on external knowledge bases.” Mistral Small · direct prompt · first choice
“Choose Document360 if you want the best dedicated knowledge base tool with maximum flexibility and content governance.” Gemini 3.5 Flash · paraphrase prompt · first choice
“The Best All-Rounder for Product Documentation Document360 ... Choose Document360 if your product is technical” Qwen 3.7 Flash · 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.
“BookStack, DokuWiki, and similar options may offer control, but your team becomes responsible for updates, backups, security, and recovery.” Perplexity Sonar · negative prompt · soft negative
“Bad search is the #1 reason knowledge bases fail. Basic keyword matching only finds exact terms” DeepSeek V4 Flash · negative prompt · soft negative
““BookStack, basic tools” – Only finds exact terms. Users must know the right keywords.” Muse Glimmer 30B · negative prompt · soft negative
“For most small teams with limited budgets, BookStack (self‑hosted) or Notion (Free Plan) are the top choices.” GLM 4.7 FlashX · budget prompt · first choice
“with BookStack being the only completely free option if you're comfortable with self-hosting” Mistral Small · budget prompt · first choice
“Notion's free tier or BookStack (if you can self-host) provide the best value” Kimi K2 · budget prompt · first choice
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.