ConfluencevsHelpScout
How 10 AI models weigh Confluence against HelpScout on the 1 buying question where both came up.
- Confluence
- 100%of answers named it
- HelpScout
- 8%of answers named it
- Placed higher
- 40–0times Confluence vs HelpScout, over 40 model rankings that listed either
- Models leaning
- 10–0toward Confluence vs HelpScout
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 | HelpScout | Placed higher | Leans |
|---|---|---|---|---|
| Claude Haiku 5.5 | 100% | 0% | 4–0 | Confluence |
| GPT-6 Luna | 100% | 0% | 4–0 | Confluence |
| Gemini 4 Argon | 100% | 25% | 4–0 | Confluence |
| Qwen 3.8 Flash | 100% | 17% | 4–0 | Confluence |
| DeepSeek V4.1 Flash | 100% | 0% | 4–0 | Confluence |
| GLM-5.3 | 100% | 0% | 4–0 | Confluence |
| Kimi K3 | 100% | 17% | 4–0 | Confluence |
| MiniMax M3 | 100% | 8% | 4–0 | Confluence |
| Mistral Large 4 | 100% | 0% | 4–0 | Confluence |
| Nemotron 3.5 Super VL | 100% | 8% | 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 V4.1 Flash
Default team wiki with deep Jira integration and mature permissions.
- 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 3.5 Super VL
Structured wiki, deep Jira integration, enterprise teams
What the models say about HelpScout
One reason per model, from the shared questions
- Gemini 4 Argon
Incredibly simple, fast-to-deploy help center software paired with customer support workflows.
- Kimi K3
Customer-facing knowledge base that deflects support tickets well.
- MiniMax M3
Simple, well-designed public docs for support teams.
Over time
Share of answers that named each, on the questions where both came up, each time the panel answered
| Panel run | Confluence | HelpScout |
|---|---|---|
| October 26, 2026 | 100% | 8% |
| October 25, 2026 | 100% | 0% |
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 | HelpScout |
|---|---|---|
| Best team knowledge base tools | 100% #1 | 8% #19 |