Category · AI Citation Index
Collaboration
The collaboration category exhibits remarkable consensus with 226 brands recognized but only 8 distinct leaders commanding 61-69% shortlist rates and perfect model diversity scores of 5. This uniformity suggests the market has matured into established camps (Slack, Microsoft, Google Workspace, Notion, Asana, Atlassian) where brand familiarity drives selection. The complete absence of prompt coverage indicates buyers aren't articulating specific collaboration needs in their searches—they're defaulting to known entities, suggesting either feature parity across platforms or that collaboration tool selection happens through organizational mandate rather than bottoms-up evaluation.
636 discovery queries · 905 head-to-heads · refreshed Sep 24, 2026
Discovery stage
The shortlist
Across 636 buyer-style "Collaboration" queries
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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 3/100
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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
Slack
Leads shortlist rate at 69% despite Microsoft's enterprise dominance, indicating persistent preference for purpose-built chat over bundled suites.
Read brand profile →Notion
Achieves 65% shortlist rate with perfect diversity, representing the document-database hybrid approach challenging traditional wikis and project tools.
Read brand profile →Atlassian
Dual presence at 61% reflects Jira and Confluence's entrenched position in technical team workflows despite newer collaborative alternatives.
Read brand profile →Citation sources
Where AI pulls citations from
857 citations captured across Collaboration prompt runs.
Vendor pages
194Product, help, and marketing pages from tracked vendors
Independent sources
207Reviews, encyclopedias, forums, press — not vendor-owned
Buyer questions
What AI cites for top Collaboration questions
Most-cited prompts across the buyer journey. Click any prompt to see the actual URLs AI engines link to.
Discovery
Buyers exploring the category- Shockingly smooth hotel operations by Flexkeeping.flexkeeping.com
- Hotel Operations Platform | Lodgisticslodgistics.com
Evaluation
Buyers comparing optionsDrill down
Subcategories
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