Subcategory · AI Citation Index
Vulnerability Management
The Vulnerability Management category reveals a mature market with broad vendor participation (72 consensus brands) yet surprisingly thin documented evaluation criteria (0% prompt coverage). This gap suggests buyers rely heavily on established reputation and feature parity rather than differentiated requirements. The top tier—InsightIDR, Tenable, and Qualys CSAM—cluster tightly at 62-66% shortlist rates with maximum model diversity (5), indicating these platforms meet diverse organizational needs without clear functional separation. The presence of endpoint-focused vendors like CrowdStrike and SentinelOne alongside pure-play VM tools signals category boundary blurring as vulnerability detection migrates into broader security platforms.
180 discovery queries · 331 head-to-heads · refreshed Jun 29, 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 7/100
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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
InsightIDR
Leads at 66% shortlist rate with maximum model diversity, indicating broad applicability across enterprise security architectures and likely benefiting from Rapid7's integrated detection and response positioning.
Read brand profile →Tenable
Matches InsightIDR's model diversity at 65% shortlist rate, maintaining its position as the pure-play VM standard with deep scanning coverage and mature enterprise workflows.
Read brand profile →Qualys CyberSecurity Asset Management (CSAM)
Achieves 62% shortlist rate with asset management integration, appealing to buyers seeking unified visibility across vulnerability and configuration management disciplines.
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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