Notion vs Confluence
Zero of fourteen models named Notion first on the direct prompt; two named Confluence. Both were named by all fourteen models and Notion carries 49 labels and Confluence 52, so the shares are not directly comparable.
United States, founded 2016. Named in twelve categories this edition.
By Atlassian, Sydney, Australia, founded 2002. Named in two categories 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.
By framing
NotionFirst choices, of fourteen modelsConfluence
Across every category in the November 2026 Edition, Notion and Confluence were named in the same answer 121 times, of the 269 answers naming Notion and the 152 naming Confluence. In those answers Confluence took the first choice ten times and Notion twenty.
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 | | | |
Notion Confluence first choice named as an alternative argued againstblank: not namedEach cell is one answer, Notion on the left and Confluence on the right.The direct prompt
Confluence first, Notion an alternative
2 of 14 modelsNotion 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.Neither was named
6 of 14 modelsThe answer made no first choice from these two in this category.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
Notion28%#1 of 16Confluence3%#8 of 16Confluence8%#4 of 12Notion0%#12 of 12What the models said about Notion
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.
“Avoid using Notion or Confluence as the primary external customer knowledge base” Perplexity Sonar · direct prompt · hard negative
“Best for internal team wikis and all-in-one docs. Free for unlimited individuals... "Best Free Option: Notion – Free for small teams, versatile wiki capabilities."” Muse Glimmer 30B · budget prompt · first choice
“For most small companies with limited budgets, Notion's free tier or BookStack (if you can self-host) provide the best value.” Kimi K2 · budget prompt · first choice
“For the tightest budgets, Notion, Nuclino, and BookStack are the most cost-effective choices” Mistral Small · budget prompt · first choice
What the models said about Confluence
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“Do not use standard open-source wikis (like MediaWiki or standard Confluence setups without heavy configuration) as your primary source of truth for customers.” Qwen 3.7 Flash · negative prompt · hard negative
“It's recommended to skip Confluence unless you're already invested in the Jira/Atlassian ecosystem.” Mistral Small · negative prompt · hard negative
“"Awful" search functionality, legacy UI, difficult to find information, becomes "a mess" without strict ownership, long-term contract lock-in” Kimi K2 · negative prompt · soft negative
“For a quick SaaS setup without managing servers, start with Confluence Free (if ≤10 users) or Notion.” Gemini 3.5 Flash · budget prompt · first choice
“start with Confluence if you're engineering-heavy or already in the Atlassian ecosystem” Kimi K2 · direct prompt · first choice
“Choose Confluence if you want the best balance of price, polish, and collaboration.” GPT-5.4 mini · 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.