AI Visibility Leaderboard

Knowledge Management Software AI Brand Rankings

Knowledge Management Software publishes 7 ranked brands from the accepted leaderboard snapshot. Confluence is rank 1 with composite index 88.79.

Brand rankings

RankBrandVisibility scoreAI engine summary
1Confluence88.79Rank 1 in Knowledge Management Software with composite index 88.79; mention rate 89.8
2Notion88.09Rank 2 in Knowledge Management Software with composite index 88.09; mention rate 89
3Guru86.84Rank 3 in Knowledge Management Software with composite index 86.84; mention rate 86
4Document36085.23Rank 4 in Knowledge Management Software with composite index 85.23; mention rate 84.4
5Stack Overflow for Teams84.05Rank 5 in Knowledge Management Software with composite index 84.05; mention rate 82.2
6Slite81.9Rank 6 in Knowledge Management Software with composite index 81.9; mention rate 81
7Bloomfire81.53Rank 7 in Knowledge Management Software with composite index 81.53; mention rate 80.8

Methodology FAQ

How is the Knowledge Management Software leaderboard calculated?

Overall ranking combines the latest AI visibility signals across tracked engines for Knowledge Management Software, including rank position, recommendation strength, and mention-rate patterns.

Why can Confluence lead overall but differ by engine?

Each AI engine can prefer different brands, evidence, freshness, and recommendation patterns, so engine-specific rankings can diverge from the combined leaderboard.

How often is this Knowledge Management Software leaderboard updated?

This leaderboard updates whenever new completed runs are available for Knowledge Management Software, with the latest refresh date shown on the page.

How to read this page

This page uses the same leaderboard snapshot for its headline, visible metrics, and comparison table. Read rank together with visibility score: rank shows relative position in the current view, while the score records measured AI visibility. Nearby rows provide comparison context. Follow the related leaderboard links to compare the wider set of tracked entities and continue exploring pages based on the same snapshot.

Scores describe the data available for the snapshot date and should be read as a point-in-time comparison, not a permanent rating. Differences between rows show relative visibility within this leaderboard view. A later snapshot can change both rank and score when the underlying evaluations change. The static table keeps the primary comparison readable without requiring interactive controls.