Category · AI Citation Index
Content & Knowledge
Notion and Confluence split the top; 520 brands compete, avg score 37. Acoustic Content rising +27, Azure Files dropping -16.
909 discovery queries · 758 head-to-heads · refreshed Sep 1, 2026
Discovery stage
The shortlist
Across 909 buyer-style "Content & Knowledge" queries
Notion leads shortlist frequency at 62.2% (565/909 prompts), but Confluence scores higher (78 vs 72). Azure Files and Google Workspace follow at 42.9% and 39.3%, though Google Workspace scores only 20. HubSpot and Slab each crack 25% shortlist rates despite missing quality scores.
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Signal by intent
By topic
Top 5 most-cited brands per intent cluster. Brands with zero citations in a topic are not shown.
Evaluation stage
Head-to-head
How often AI cites each brand across uniform category evaluation prompts · median 2/100
Confluence edges Notion in head-to-head evaluations, averaging 46 across 78 comparison queries versus Notion's 45 across 77. Google Workspace, Contentful, and Microsoft 365 trail in the 38–42 range. The median evaluation score of 2 signals most brands fail to differentiate in direct AI-driven comparisons.
Hover or click a logo to see brand details
Each brand's score is the share of category evaluation prompts where AI cited them across all four engines — the same prompt pool for every brand. Brands above the median citation rate have stronger presence in evaluation-stage queries.
Trends
Over the last 12 months
Monthly scores swing wildly: April 2026 peaked at 64, September cratered to 9 (7 samples). Acoustic Content surged +27 points, Azure Files fell -16. Low sample sizes (14 in July, 7 in September) make recent trends unreliable.
Brands to know
In this category
Confluence
Highest combined performance: 78 score, 51.9% shortlist rate, 46 avg evaluation. Atlassian's wiki remains the AI consensus pick for structured team knowledge.
Read brand profile →Notion
Dominates shortlist frequency (62.2%) but trails Confluence in evaluation depth (45 vs 46). All-in-one flexibility wins initial recommendations; execution nuances emerge in comparisons.
Read brand profile →Google Workspace
Third in shortlist rate (39.3%), catastrophic 20 score. AI models cite it for ubiquity, then penalize fragmented knowledge management versus purpose-built tools.
Read brand profile →Acoustic Content
Rising +27 points with a 61 score. Headless CMS momentum suggests AI models increasingly value API-first content architectures over monolithic suites.
Read brand profile →Citation sources
Where AI pulls citations from
1000 citations captured across Content & Knowledge prompt runs.
Vendor pages
205Product, help, and marketing pages from tracked vendors
Independent sources
161Reviews, encyclopedias, forums, press — not vendor-owned
Buyer questions
What AI cites for top Content & Knowledge questions
Most-cited prompts across the buyer journey. Click any prompt to see the actual URLs AI engines link to.
Discovery
Buyers exploring the categoryEvaluation
Buyers comparing options- Analysis and Summary of The Knowledge Management Guidebook 2024 Edition - knowledgemanagementdepot.comknowledgemanagementdepot.com
- 24 Best Knowledge Management Software Reviewed in 2026peoplemanagingpeople.com
Conversion
Buyers ready to buy- Knowledge Management Software Market Size And Forecastverifiedmarketresearch.com
- How Much Does Knowledge Management Software Cost?peoplemanagingpeople.com
Drill down
Subcategories
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