Confluence vs ONES Wiki
Eight of fourteen models named Confluence first on the direct prompt; zero named ONES Wiki. Confluence was named by fourteen of the fourteen models and ONES Wiki by seven and Confluence carries 73 labels and ONES Wiki 12, so the shares are not directly comparable.
Named in four categories 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.
By framing
ConfluenceFirst choices, of fourteen modelsONES Wiki
Across every category in the November 2026 Edition, Confluence and ONES Wiki were named in the same answer thirty-five times, of the 228 answers naming Confluence and the 37 naming ONES Wiki. In those answers ONES Wiki took the first choice five times and Confluence nine.
Every model, every framing
| 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 ONES Wiki first choice named as an alternative argued againstblank: not namedEach cell is one answer, Confluence on the left and ONES Wiki on the right.The direct prompt
Confluence first, ONES Wiki not the choice
8 of 14 modelsONES Wiki was named in the answer but not as the choice, or not at all.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.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
Confluence17%#2 of 14ONES Wiki0%#12 of 14Confluence21%#2 of 15ONES Wiki2%#8 of 15Confluence24%#1 of 15ONES Wiki0%#13 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 ONES Wiki
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“current comparisons point to ONES Wiki as a top pick for engineering teams needing "a fast, privacy-first documentation hub with on-premise deployment"” Muse Glimmer 30B · negative prompt · first choice
“For technical/engineering teams: ONES Wiki or GitBook for their developer-friendly features and integration with code workflows.” Mistral Small · comparative prompt · first choice
“Best free tier for IT teams ... If you prefer cloud-based: ONES Wiki (free up to 30 seats)” MiniMax M2.5 · 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.