Knowledge Management AI visibility leaderboard
Knowledge Management tools help distributed teams keep company knowledge findable. Buyers increasingly start this search inside AI assistants, which narrow 52 vendors down to a shortlist of three to five.
- Notion leads Knowledge Management with an AI visibility score of 57.4 and appears in 72% of AI answers about Knowledge Management (SlateIndex, Nov 3, 2026).
- AI engines named 52 Knowledge Management brands; Notion, Atlassian Confluence and Guru hold 30% of all mentions.
- The engines disagree on the leader: ChatGPT favours Notion (61.9), Perplexity favours Atlassian Confluence (56.3) and Google AI Mode favours Notion (62.6).
- ones.com is the most cited source for Knowledge Management, with 10.5% of citations.
Data collected ·ChatGPT, Perplexity, Google AI Mode·coverage 100%·next run
Where vendors stand in Knowledge Management
8 brands shown: 2 Consensus Picks and 6 Challengers. No brand clears both lines yet — the Leader position is open.
| Brand | Mention rate | Citation authority | Answers citing own site | Position |
|---|---|---|---|---|
| Notion | 71.6% | 28.1% | 16 of 57 | Consensus Pick |
| Atlassian Confluence | 71.6% | 0% | 0 of 58 | Consensus Pick |
| Guru | 53.1% | 30.2% | 13 of 43 | Challenger |
| Microsoft SharePoint | 45.7% | 0% | 0 of 37 | Challenger |
| Document360 | 39.5% | 25% | 8 of 32 | Challenger |
| Glean | 27.2% | 36.4% | 8 of 22 | Challenger |
| Nuclino | 24.7% | 35.3% | 6 of 17 | Challenger |
| Make | 21% | 0% | 0 of 17 | Challenger |
Leaderboard
Brands mentioned in AI answers in the weekly run of Nov 3. Engines disagree on the leader: Atlassian Confluence, Notion.
From audit to execution, Slate’s AEO team gets your brand into the answers buyers read.
Visibility score trend
Weekly runs over the last 60 days, top 8 brands. Click a name to hide or show its line.
Notion leads Knowledge Management at 57.4%. Changes appear after the second weekly run.
Prompts in Knowledge Management
The buyer questions SlateIndex runs for this category every week.
Most cited sources
Where engines get their information when they answer Knowledge Management prompts.
| Source | Type | Share of citations | Citations | Prompts |
|---|---|---|---|---|
| ones.com | Web | 65 | 20 | |
| atlassian.com | Web | 27 | 19 | |
| apqc.org | Web | 17 | 6 | |
| gartner.com | Analyst | 17 | 11 | |
| notion.com | Brand site | 17 | 16 | |
| capterra.com | Review site | 16 | 8 | |
| elium.com | Web | 14 | 13 | |
| softwareadvice.com | Review site | 14 | 11 | |
| bloomfire.com | Brand site | 13 | 8 | |
| getguru.com | Brand site | 13 | 13 | |
| rework.com | Web | 13 | 9 | |
| nuclino.com | Brand site | 12 | 7 | |
| zendesk.com | Brand site | 12 | 8 | |
| squibler.io | Web | 10 | 8 | |
| document360.com | Brand site | 9 | 8 | |
| microsoft.com | Web | 9 | 6 | |
| teradata.com | Web | 9 | 9 | |
| glean.com | Brand site | 8 | 7 | |
| iternal.ai | Web | 8 | 7 | |
| slite.com | Brand site | 8 | 7 | |
| clickup.com | Brand site | 7 | 5 | |
| slab.com | Brand site | 7 | 7 | |
| costbench.com | Web | 6 | 2 | |
| g2.com | Review site | 6 | 4 | |
| knowledgeowl.com | Brand site | 6 | 4 |
All vendors in Knowledge Management
Every Knowledge Management brand tracked by SlateIndex.
Compare the leaders
Knowledge Management in AI answers: questions
Which Knowledge Management software do AI assistants recommend most?
Notion, Atlassian Confluence and Guru are recommended most often. Notion leads with an AI visibility score of 57.4 and appears in 72% of answers (data of Nov 3, 2026).
Which Knowledge Management tool do ChatGPT, Perplexity and Google AI Mode recommend?
ChatGPT puts Notion first (61.9), Perplexity puts Atlassian Confluence first (56.3) and Google AI Mode puts Notion first (62.6).
Which sources do AI engines cite for Knowledge Management?
ones.com (10.5%), atlassian.com (4.3%) and apqc.org (2.7%) are cited most often in answers about Knowledge Management.
How is the Knowledge Management ranking calculated?
SlateIndex asks ChatGPT, Perplexity and Google AI Mode 30 Knowledge Management buyer questions every week and scores each brand by how often and how high it appears in their answers. The methodology page has the formulas.
More in Collaboration
Cite as: SlateIndex, “Knowledge Management AI visibility leaderboard”, https://slateindex.ai/category/knowledge-management, data of Nov 3, 2026. Licence: CC BY 4.0.