Thunderdome B2B SaaS AI Visibility Index

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Brand report · July 2026

Confluence Confluence: AI Visibility Report

confluencehealth.org ↗

When buyers ask ChatGPT, Claude, and Gemini about docs & knowledge management, Confluence ranks #2 of 15, a Visibility Score of 65 in Docs & Knowledge Management (and appears in 2 categories of the index).

These rankings are measured from what the three models know from training, not a live web search. The live-web grounded surface is rolling out across the index. Methodology.

How AI sees Confluence

Category leader in docs, invisible where projects are concerned.

Where it wins. In Docs and Knowledge Management, Confluence ranks 2nd with a 78% mention rate, signaling the AI models treat it as a near-default answer for that category. It holds against strong competition including Notion and Coda.

Where it loses. In Project Management it ranks 13th of 15 with an 8% mention rate and zero first-pick selections, and it is absent from five of the six prompt themes that drive buying decisions there, including Best overall and Startup and small team.

AI-generated analysis of the July 2026 measurements.

Docs & Knowledge Management · #2 of 15

65 / 100 first snapshot (July 2026)
78%
mention rate (72 answers)
3
avg. position
4%
first pick
12%
share of voice
First snapshot: July 2026. The trend line appears with the second monthly measurement; no modeled history.
ChatGPT
73
Claude
78
Gemini
45

One of the index's bigger model splits: see where the models disagree →

Prompt themes Confluence would want to own

Share of each theme's answers that mention Confluence. Hover a row for the exact prompt. Compare shapes on the head-to-head page.

Enterprise pick
9/9 · #1×3

Gaps Budget & alternatives

Most co-mentioned competitors
Notion
96%
Obsidian
52%
Coda
43%
Guru
34%
Slite
29%
GitBook
23%

Share of Confluence's mentions where the AI models name this brand in the same answer. That is the real competitive set in the AI channel.

Scores are measured from real AI answers, refreshed monthly. Methodology.

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