Category · AI Citation Index
Content & Knowledge
Content & Knowledge is a fragmented category with no single AI favorite. Notion captures eyeballs in 79% of discovery queries and surfaces on every engine, but head-to-head comparisons tell a different story: Tettra is the consensus pick, winning more matchups than it loses despite showing up in only 28% of discovery prompts. The kingmakers are Ahrefs, Archbee, and Contentful — brands that appear in many head-to-head comparisons and score above the median. The absent giants are Semrush, MarketMuse, and Prismic: they win most of their head-to-heads but AI engines rarely surface them in discovery. Nuclino is the riser, gaining 13 points in visibility recently, while Webflow is the faller, down 9 points. This is a contested category where discovery share and evaluation wins split across different brands.
475 discovery queries · 139 head-to-heads · refreshed May 1, 2026
Discovery stage
The shortlist
Across 475 buyer-style "Content & Knowledge" queries
Notion dominates AI discovery, surfacing in 79% of buyer queries across all engines tracked. Structuredweb and Microsoft 365 follow at 73% and 51%, both visible on four engines. Tettra, Document360, and Coda each show up on every engine but capture smaller shares — 28%, 25%, and 23% respectively. The next tier trails sharply: evergreen.so, Contently, and StoryChief each surface on all engines but in fewer than 5% of queries, leaving fragile visibility beyond their single-prompt niches.
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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 51/100
When buyers ask AI to compare options, Nuclino, Loom, and Ahrefs win more head-to-heads than they lose, scoring 65, 64, and 63 across 10-14 comparison queries each. Tettra and Semrush split the middle at 58, while Clearscope, Writer, and Directus lose more matchups than they win, scoring 55, 55, and 54. Ahrefs is the kingmaker here, appearing in 14 head-to-heads — the highest volume in the category.
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.
Brands to know
In this category
Ahrefs
KingmakerSEO toolkit with content research
Read brand profile →Semrush
Absent giantAll-in-one marketing analytics suite
Read brand profile →Nuclino
RiserLightweight team knowledge hub
Read brand profile →Contentful
KingmakerHeadless CMS for omnichannel content
Read brand profile →Tettra
Consensus pickInternal wiki for company knowledge
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
160Reviews, encyclopedias, forums, press — not vendor-owned
Buyer questions
What AI cites for top Content & Knowledge questions
Most queries here are top-of-funnel exploration. Buyers ask AI for knowledge-base tools by team role ('what tools do customer success teams use for knowledge bases'), asset-management tools by use case ('tools brand teams use for managing brand guidelines'), and best practices for remote-team environments. A smaller slice digs into compliance, vendor selection criteria ('what should I look for in content and knowledge management software'), and cost beyond licensing ('true cost of content management software'). Trust and conversion questions make up less than 5% of the mix, often asking which tools enterprise security teams rely on or which have the fewest customer complaints.
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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