IT documentation · November 2026 Edition
Confluence vs BookStack
Eight of fourteen models named Confluence first on the direct prompt; zero named BookStack. Both were named by all fourteen models and Confluence carries 73 labels and BookStack 30, so the shares are not directly comparable.
Named in four categories this edition.
Named in one category this edition.
First-choice share21%18%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate18%10%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#2#3A position in a field of 15; printed, not drawn.
Labels7330A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Confluence reading right to left. Rank and label count are printed, not drawn.Document360 was named alongside these two in eleven of the fourteen direct answers. Hudu vs Confluence · Hudu vs BookStack · Confluence vs Freshservice
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.
By framing
How many of the fourteen models made each the first choice, per way of asking, and how many argued against it.
ConfluenceFirst choices, of fourteen modelsBookStack
Direct80
Paraphrase002 against Confluence
Comparative20
Budget-constrained2101 against Confluence
Scale-constrained201 against BookStack
Negative0010 against Confluence · 2 against BookStack
Bars are first choices, 0 to 14 each sideModels that argued againstA model can name both, so the two sides of a row do not sum to fourteen.
Across every category in the November 2026 Edition, Confluence and BookStack were named in the same answer seventy-two times, of the 228 answers naming Confluence and the 77 naming BookStack. In those answers BookStack took the first choice eighteen times and Confluence fifteen.
Every model, every framing
The eighty-four answers behind the chart above, one cell each: where Confluence and BookStack stood in it.
| 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 | | | | | |
Confluence BookStack first choice named as an alternative argued againstblank: not namedEach cell is one answer, Confluence on the left and BookStack on the right.The direct prompt
The plain question, one answer per model, grouped by where Confluence and BookStack stood in it.
Confluence first, BookStack not the choice
8 of 14 modelsBookStack was named in the answer but not as the choice, or not at all.Claude Haiku 4.5Confluence, Hudu alternatives: Document360, Tettra
GPT-5.4 miniConfluence alternatives: Document360, Guru, IT Glue
Grok 4.20Confluence alternatives: GitBook, Hudu, IT Glue, Notion
Mistral SmallConfluence, Document360 alternatives: Freshservice, GitBook, IT Glue, Mintlify
DeepSeek V4 FlashConfluence, Hudu alternatives: Document360, Notion
Llama 4 MaverickConfluence alternatives: Document360, Freshservice, GitBook
Kimi K2Confluence alternatives: Document360, Notion
Muse Glimmer 30BConfluence alternatives: Document360, Freshservice, Notion
Neither was the first choice, one was named
6 of 14 modelsThe answer put something else first and named one of the two as an alternative.Gemini 3.5 FlashHudu alternatives: Confluence, Document360, GitBook, IT Glue, Scribe, Tango
Perplexity SonarHudu alternatives: Confluence, Document360, Freshservice, SharePoint
Qwen 3.7 FlashHudu alternatives: Confluence, Guidde, Scribe
GLM 4.7 FlashXDocument360 alternatives: Confluence, GitBook
MiniMax M2.5Document360 alternatives: Confluence, Freshservice, GitBook, Hudu
GPT-6 LunaHudu alternatives: Confluence, IT Glue, SharePoint
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.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment and they are never added together. The figures above are the mid-market standing, which is the one the category orders by.
Small business
Confluence leads by three points.
Confluence17%#2 of 14BookStack13%#4 of 14Mid-marketThe figures above
Confluence leads by four points.
Confluence21%#2 of 15BookStack18%#3 of 15Enterprise
Confluence leads by twenty-two points.
Confluence24%#1 of 15BookStack2%#10 of 15What the models said about Confluence
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of six in this category shown.
“Generic Wikis (Confluence, Notion, MediaWiki, Dokuwiki) - Why to avoid: These are widely criticized as "considered harmful" for serious documentation” GLM 4.7 FlashX · negative prompt · hard negative
“Confluence is the enterprise standard for a shared searchable knowledge base, "though it often requires plugins to feel complete." It is also heavily criticized” Muse Glimmer 30B · negative prompt · soft negative
“If you are already Atlassian-heavy, Confluence's structured documentation with deep Atlassian ecosystem integration is a natural fit.” Muse Glimmer 30B · scale prompt · first choice
“Confluence offers the best balance of: Enterprise-grade features, IT-specific workflows, Reasonable pricing, Proven scalability” Kimi K2 · direct prompt · first choice
“Gold standard for IT teams. Excellent with Jira, strong permissions, templates, and integrations... Good for 500 users.” Grok 4.20 · scale prompt · first choice
What the models said about BookStack
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, Wiki.js, Docusaurus, and similar tools can provide control, but the organization must handle hosting, patching, backups” Perplexity Sonar · negative prompt · soft negative
“BookStack notes that some export formats may be transformed or lossy, which is a caution sign even in otherwise portable systems.” GPT-5.4 mini · negative prompt · soft negative
“Great for clean, simple KB articles and runbooks, but lacking built-in IT asset discovery, IPAM, and credential vaulting.” Gemini 3.5 Flash · scale prompt · soft negative
“If you have zero budget and 1 IT person: Choose BookStack. It is the industry standard for free, self-hosted IT documentation.” Qwen 3.7 Flash · budget prompt · first choice
“For zero budget: Go with BookStack – it's the most user-friendly and purpose-built for IT documentation.” Kimi K2 · budget prompt · first choice
“If you want zero cost and easy setup for team runbooks: Go with BookStack.” Gemini 3.5 Flash · budget prompt · first choice
Also compared
Hudu vs ConfluenceHudu vs BookStackConfluence vs FreshserviceConfluence vs IT GlueConfluence vs Document360Confluence vs NotionConfluence vs ONES WikiBookStack vs FreshserviceBookStack vs IT GlueBookStack vs Document360BookStack vs NotionBookStack vs ONES WikiAll twenty-eight head-to-head pages and the full IT documentation standing
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.