# Confluence vs Notion: which do AI models recommend for IT documentation, October 2026

IT AI Recommendation Index, October 2026 Edition, IT documentation. Four of fourteen models named Confluence first on the direct prompt; one named Notion. Page: https://it-ai-index.com/operations/it-documentation/confluence-vs-notion/

| | First-choice share | Rank | Negative rate | Labels | Models naming it |
|---|---|---|---|---|---|
| Confluence | 17% | #2 of 10 | 21% | 56 | 14 of 14 |
| Notion | 8% | #5 of 10 | 24% | 50 | 13 of 14 |

## The direct prompt, model by model

- Grok 4.1 Fast: confluence first (first choices: Confluence) (alternatives: ClickUp Docs, Notion)
- DeepSeek V4 Flash: confluence first (first choices: Confluence, Hudu) (alternatives: Document360, GitBook, Notion)
- Qwen 3.7 Flash: confluence first (first choices: Confluence) (alternatives: Document360, Notion)
- GLM 4.7 FlashX: confluence first (first choices: Confluence, GitBook) (alternatives: Document360, NinjaOne Documentation, ONES Wiki)
- Mistral Small: notion first (first choices: Document360, Notion) (alternatives: Atera, Microsoft SharePoint)
- Claude Haiku 4.5: neither first, one named (first choices: Document360) (alternatives: Confluence, Hudu, Tango)
- GPT-5.4 mini: neither first, one named (first choices: IT Glue) (alternatives: Confluence, Document360)
- Perplexity Sonar: neither first, one named (first choices: Document360) (alternatives: Confluence, ONES Wiki)
- Llama 4 Maverick: neither first, one named (first choices: Document360) (alternatives: Bit.ai, Notion)
- MiniMax M2.5: neither first, one named (first choices: ClickHelp, Document360) (alternatives: Knowmax, NinjaOne Documentation, Notion)
- GPT-6 Luna: neither first, one named (first choices: Hudu) (alternatives: Confluence, IT Glue)
- Gemini 3.5 Flash: neither named (first choices: Hudu) (alternatives: Atlassian Confluence, BookStack, Scribe, Tango)
- Kimi K2: neither named (first choices: Hudu) (alternatives: IT Glue, NinjaOne Documentation)
- Muse Glimmer 30B: neither named (first choices: Document360) (alternatives: Freshservice, GitBook)

## What the models said about Confluence

- "Platforms to Avoid or Use Cautiously ... Confluence (Atlassian) Major Red Flags: - Slow performance" (GLM 4.7 FlashX, negative prompt, hard negative)
- "Confluence (Atlassian) ... Vendor lock-in: Deep integration with Atlassian ecosystem makes switching costly" (Kimi K2, negative prompt, hard negative)
- "XML site and space export reaches end of life on December 1, 2026; it may keep working, but won’t receive fixes, support, or SLAs" (GPT-6 Luna, negative prompt, soft negative)
- "I'd suggest starting with Confluence or ServiceNow if you need comprehensive IT asset management alongside knowledge documentation." (MiniMax M2.5, paraphrase prompt, first choice)
- "Stick with Confluence if you want to maintain tight integration with your development workflow and prioritize strict governance." (Qwen 3.7 Flash, direct prompt, first choice)
- "I'd suggest combining Confluence for knowledge management with Freshservice for IT asset tracking and documentation" (Claude Haiku 4.5, paraphrase prompt, first choice)

## What the models said about Notion

- "Avoid for enterprise IT due to potential sprawl and compliance gaps." (Grok 4.1 Fast, negative prompt, hard negative)
- "They lack the rigorous version control, strict IT governance, and relational asset linking needed for technical infrastructure" (Gemini 3.5 Flash, direct prompt, soft negative)
- "Avoid or proceed cautiously for: Large enterprises, strict compliance environments, mission-critical IT docs" (Qwen 3.7 Flash, negative prompt, soft negative)
- "The Best All-Rounder (Free Tier): Notion ... widely considered the best choice for startups and small teams." (Qwen 3.7 Flash, budget prompt, first choice)
- "The best IT documentation platform for a company with a limited budget is likely to be Notion" (Llama 4 Maverick, budget prompt, first choice)
- "Document360 and Notion are frequently cited as the best choices" (Mistral Small, direct prompt, first choice)

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. Comparisons are drawn for the top eight products in each category. Published under CC BY 4.0; the output is the models' output, and nothing here is a recommendation by the index.