Zero of twelve models named BookStack first on the direct prompt; one named Helpjuice. BookStack was named by ten of the twelve models and Helpjuice by eight and BookStack carries 13 labels and Helpjuice 21, so the shares are not directly comparable.
founded 2015. 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 knowledge base and self-service page.
Across every category in the September 2026 Edition, BookStack and Helpjuice were named in the same answer sixteen times, of the 34 answers naming BookStack and the 57 naming Helpjuice. In those answers Helpjuice took the first choice three times and BookStack one.
| 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 |
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. Five of six in this category shown.
“High-Risk Tools to Avoid ... BookStack ... Performance degrades significantly with large interconnected databases” Mistral Small · negative prompt · hard negative
“these are solid but require technical resources to manage properly” MiniMax M2.5 · negative prompt · soft negative
“Choose BookStack if you have access to an IT administrator, want to host your own data, and want a completely free tool with no user limits.” Gemini 3.5 Flash · budget prompt · first choice
“BookStack offers the best balance of being completely free, easy to use, and requiring minimal technical overhead” Mistral Small · budget prompt · first choice
“If you have technical resources: Start with BookStack or Outline (self-hosted) - lowest long-term cost” GLM 4.7 FlashX · budget 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.
“High-Risk Tools to Avoid ... Helpjuice ... Weak for customer-facing public help centers” Mistral Small · negative prompt · hard negative
“Steep pricing jumps between tiers (e.g., Helpjuice's $2,400/year jump for AI)” DeepSeek V4 Flash · negative prompt · soft negative
“Starting at: $120/month (up to 4 users) ... Cons: Monthly cost adds up” Mistral Small · budget prompt · soft negative
“I'd recommend Helpjuice if you want a dedicated, highly customizable, predictable-cost help center” DeepSeek V4 Flash · paraphrase prompt · first choice
“Helpjuice - Best for mid-market teams that want a fully managed, hand-customized knowledge base” Llama 4 Maverick · direct prompt · first choice
“Favor enterprise-grade like Document360 (audited versioning) or Helpjuice (governed theming)” Grok 4.1 Fast · negative 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.