ConfluencevsGuru
How 10 AI models weigh Confluence against Guru on the 1 buying question where both came up.
- Confluence
- 100%of answers named it
- Guru
- 80%of answers named it
- Placed higher
- 40–0times Confluence vs Guru, over 40 model rankings that listed either
- Models leaning
- 10–0toward Confluence vs Guru
Which models prefer which
Share of each model's answers that named each product, and how often its ranking put one above the other (a product listed beats one left off) · On the 1 shared question, every wording
| Model | Confluence | Guru | Placed higher | Leans |
|---|---|---|---|---|
| Claude Haiku 5.5 | 100% | 100% | 4–0 | Confluence |
| GPT-6 Luna | 100% | 100% | 4–0 | Confluence |
| Gemini 4 Argon | 100% | 100% | 4–0 | Confluence |
| Qwen 3.8 Flash | 100% | 8% | 4–0 | Confluence |
| DeepSeek V4 Pro | 100% | 83% | 4–0 | Confluence |
| GLM-5.3 | 100% | 100% | 4–0 | Confluence |
| Kimi K3 | 100% | 100% | 4–0 | Confluence |
| MiniMax M3 | 100% | 42% | 4–0 | Confluence |
| Mistral Large 4 | 100% | 100% | 4–0 | Confluence |
| Nemotron 3 Ultra | 100% | 67% | 4–0 | Confluence |
What the models say about Confluence
One reason per model, from the shared questions
- Claude Haiku 5.5
Mature enterprise wiki with deep Jira integration and strong permissions.
- GPT-6 Luna
Mature, flexible wiki with strong integrations and familiar collaboration workflows.
- Gemini 4 Argon
The enterprise gold standard with deep Jira integration and robust permission controls.
- Qwen 3.8 Flash
Enterprise wiki standard, deep Jira integration, strong structure and templates.
- DeepSeek V4 Pro
Enterprise wiki standard; deep Jira integration and structured spaces.
- GLM-5.3
Deeply established enterprise wiki with strong structure and permissions.
- Kimi K3
Most mature enterprise wiki; unbeatable for large orgs already on Jira.
- MiniMax M3
Mature, powerful wiki tool deeply integrated with Jira and Atlassian ecosystem.
- Mistral Large 4
Deep Jira/Atlassian integration makes it essential for engineering-led teams.
- Nemotron 3 Ultra
Enterprise-grade wiki tightly integrated with Jira for software teams.
What the models say about Guru
One reason per model, from the shared questions
- Claude Haiku 5.5
Verified knowledge cards surfaced inside Slack and browsers, keeps answers accurate.
- GPT-6 Luna
Purpose-built knowledge platform with verification workflows and answers embedded in daily tools.
- Gemini 4 Argon
Excels at delivering verified, bite-sized knowledge directly inside workflows via browser extensions.
- DeepSeek V4 Pro
Card-based knowledge delivered in workflow; verifies content freshness.
- GLM-5.3
Delivers knowledge contextually in workflows with strong verification and AI answers.
- Kimi K3
Best for verified, in-workflow knowledge delivery via browser extension and Slack.
- MiniMax M3
Browser extension delivers trusted answers in-app.
- Mistral Large 4
Purpose-built for verified, searchable internal knowledge with strong AI answers.
- Nemotron 3 Ultra
AI-powered knowledge verification in workflow
Tracked since October 25, 2026. Each time the panel answers these questions again, both shares are added here.
Question by question
Share of all answers that named each, every wording pooled, with its place among every product named · Both-named questions first
| Question | Confluence | Guru |
|---|---|---|
| Best team knowledge base tools | 100% #1 | 80% #4 |
| Best help desk software | · | 1% #18 |