Six of fourteen models named Document360 first on the direct prompt; zero named BookStack. Document360 was named by thirteen of the fourteen models and BookStack by ten and Document360 carries 35 labels and BookStack 20, 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 IT documentation 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 4.1 Fast | ||||||
| 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.
“Red flag: Free tier discontinued — this is a warning sign of pricing instability” Kimi K2 · negative prompt · hard negative
“Document360 suits technical writers, product teams, and customer support teams at mid-size to enterprise SaaS companies that need a dedicated platform for structured knowledge base and process documentation.” Claude Haiku 4.5 · direct prompt · first choice
“1. Document360 - a dedicated knowledge base and documentation platform for creating, organizing, publishing, and maintaining technical, product, customer, and internal documentation.” Llama 4 Maverick · direct prompt · first choice
“I'd recommend Document360 if your priority is a structured, scalable knowledge and documentation hub” Perplexity Sonar · paraphrase prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.
“Open-source projects like BookStack, Wiki.js, or ITFlow... they come with a distinct warning label” Gemini 3.5 Flash · negative prompt · soft negative
“Start with BookStack (free) if you can self-host it. It's purpose-built for IT documentation, has no hidden costs” DeepSeek V4 Flash · budget prompt · first choice
“Best on a tight budget: BookStack—if your team can host and maintain it. It’s free, open-source, and self-hosted” GPT-6 Luna · budget prompt · first choice
“If you have technical resources, BookStack offers the best value (completely free with excellent features)” 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.