Thunderdome B2B SaaS AI Visibility Index

← Docs & Knowledge Management ranking

Head-to-head · September 2026 snapshot

Notion vs Confluence

Notion leads overall; Confluence still owns the enterprise pick. Notion's 82 visibility score rests on Claude and Gemini both preferring it heavily, and it captures 58% of first-pick slots versus Confluence's 6%. Confluence's only structural win is the enterprise question theme, where buyers asking about large-team deployments still hear its name first. The momentum story cuts the other way though: Confluence gained 5 points month-over-month while Notion dropped 4, and ChatGPT already flips the preference toward Confluence, so the gap is narrowing from two directions at once.

Notion Confluence
Visibility Score 82 68
Rank in category #1 #2
Mention rate 90% 79%
#1 pick rate 58% 6%
Avg. position when named 2.0 2.4

Who each model prefers

ChatGPT
Notion
73
Confluence
78
Claude
Notion
86
Confluence
77
Gemini
Notion
86
Confluence
50

The models split: ChatGPT prefers Confluence, Claude prefers Notion, Gemini prefers Notion.

The shape of the fight

Each axis is one of the 8 measured buyer questions; the further out, the more of that question's answers name the brand. Hover an axis for the raw counts. Single-axis gaps ride on 9 answers each, so read the overall shape, not one spike.

NotionConfluence
Best overallUse caseTop toolsStartupEnterpriseFeature-ledSingle pickBudget

The fight, question by question

Mentions out of 9 answers per question. Click any question for the full transcripts.

Question Notion Confluence Edge
Best overallWhat's the best tool for team docs and a company wiki? 9 9 even
Use-case fitOur knowledge is scattered across drives and chats. What should we centralize it in? 9 9 even
Top tools in 2026What are the top knowledge management platforms in 2026? 9 9 even
Startup & small teamWhich docs workspace is best for a startup? 9 6 Notion
Enterprise pickWhich knowledge management platform should a large enterprise standardize on, considering security, compliance, and scale? 7 9 Confluence
Feature-led askI want docs, wikis, and lightweight project notes in one place. What do you recommend? 9 6 Notion
If you could pick oneIf you could only pick one docs and wiki tool, which one and why? 9 9 even
Budget & alternativesWhat's the best affordable alternative to the big workspace suites? 4 0 Notion

Open this matchup in the compare tool →  ·  Notion brand report  ·  Confluence brand report

Measured from 72 fresh answers collected from the models' production APIs in September 2026; rankings change monthly. Neither brand can pay to appear here or to move the numbers. Full recipe on the methodology page.