Subcategory · AI Citation Index
Vulnerability Management
The vulnerability management category demonstrates mature buyer behavior with 84 consensus brands and high shortlist rates (59-66%) for established players like InsightIDR, Qualys CSAM, and Microsoft Defender for IoT. However, zero prompt coverage indicates buyers aren't articulating specific vulnerability management requirements in their searches, instead defaulting to known enterprise security vendors. This suggests the category may be perceived as a checkbox capability within broader security platforms rather than a standalone purchase decision.
180 discovery queries · 331 head-to-heads · refreshed Oct 22, 2026
Discovery stage
The shortlist
Across 180 buyer-style "Vulnerability Management" 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 5/100
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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.
Trends
Over the last 12 months
Brands to know
In this category
InsightIDR
Leads shortlisting at 64-66% with maximum model diversity, indicating strong cross-industry appeal as an integrated detection and response platform with vulnerability capabilities.
Read brand profile →Qualys CyberSecurity Asset Management (CSAM)
Commands 61-63% shortlist rates with comprehensive asset visibility positioning that extends traditional vulnerability scanning into broader attack surface management.
Read brand profile →Microsoft Defender for IoT
Achieves 59% shortlisting by addressing operational technology and IoT vulnerability gaps that traditional IT-focused tools miss.
Read brand profile →Citation sources
Where AI pulls citations from
654 citations captured across Vulnerability Management prompt runs.
Vendor pages
303Product, help, and marketing pages from tracked vendors
Independent sources
199Reviews, encyclopedias, forums, press — not vendor-owned
Buyer questions
What AI cites for top Vulnerability Management 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- Best Vulnerability Assessment Reviews 2026gartner.com
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