Category · AI Citation Index
Risk, Compliance & GRC
The Risk, Compliance & GRC category exhibits striking homogeneity: all eight top brands cluster within an 8-point shortlist rate band (49-57%) and achieve maximum model diversity scores of 4, indicating every major LLM recommends these tools with near-equal frequency. This pattern—combined with 102 consensus brands yet only 12 evaluation brands—suggests the market is fragmented across specialized compliance domains (SOC 2, GDPR, ESG) where tooling is selected more by regulatory mandate than competitive differentiation. The category appears to function as regulated infrastructure rather than a competitive software market.
743 discovery queries · 1,013 head-to-heads · refreshed Jul 13, 2026
Discovery stage
The shortlist
Across 743 buyer-style "Risk, Compliance & GRC" 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 6/100
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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
ServiceNow GRC
Leads at 57% but with no model diversity advantage, suggesting brand strength in enterprise IT governance rather than technical superiority.
Read brand profile →LogicGate
Third at 54% with maximum diversity, indicating strong no-code workflow positioning appeals equally across risk management use cases.
Read brand profile →Vanta
Reaches 51% as automation-native compliance challenger, proving continuous monitoring can compete with traditional GRC suites.
Read brand profile →Citation sources
Where AI pulls citations from
1000 citations captured across Risk, Compliance & GRC prompt runs.
Vendor pages
297Product, help, and marketing pages from tracked vendors
Independent sources
204Reviews, encyclopedias, forums, press — not vendor-owned
Buyer questions
What AI cites for top Risk, Compliance & GRC 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 optionsTrust
Buyers checking credibilityConversion
Buyers ready to buyDrill down
Subcategories
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