Subcategory · AI Citation Index
Compliance Automation
Vanta, Drata, and Secureframe dominate AI shortlists at 64%, with scores volatile across 7 months of data.
159 discovery queries · 351 head-to-heads · refreshed Oct 22, 2026
Discovery stage
The shortlist
Across 159 buyer-style "Compliance Automation" queries
Vanta (64.15% shortlist rate, 305 mentions) and Drata (63.52%, 296 mentions) tie at 66 unCited score, appearing in 102 and 101 of 159 total prompts. Secureframe (59.75%, 245 mentions) rounds out the top tier at the same 66 score. Sprinto (54.09%) and onetrust.com (53.46%) follow, but onetrust.com lacks an unCited score despite 155 mentions across 4 models.
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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 4/100
Five brands—Vanta, Drata, Secureframe, Hyperproof, and AuditBoard—share a 60 average evaluation score across 34 comparison queries. Sprinto, Onetrust, and ServiceNow GRC score 54 across 31 comparisons. The median category evaluation score is 4, suggesting most brands outside the top tier receive minimal head-to-head consideration.
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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
Category scores dropped from 68 in April 2026 to 0 in September (2-sample minimum), then recovered slightly to 5 in October across 17 samples. Unifize fell 51 points, the only documented mover. Seven months of data show high volatility; small sample sizes (3–17 per month) make trend interpretation uncertain.
Brands to know
In this category
Veeva Vault RIM
Scores 71, highest in the category, but does not appear in the top-10 shortlist. Likely strong in pharma/life-sciences verticals where regulatory information management is critical.
Read brand profile →Drata
Ties Vanta at 66 with a 63.52% shortlist rate and 296 mentions. Appears in 101 of 159 prompts, indicating near-universal AI consideration for continuous compliance monitoring.
Read brand profile →Vanta
Leads shortlist appearances (102/159) and mention volume (305), matching Drata's 66 score. Four-model diversity confirms broad training-data footprint.
Read brand profile →Sprinto
Shortlisted in 54.09% of prompts with a 56 score, trailing the top three by 10 points. Evaluation score of 54 across 31 comparisons suggests competitive positioning but narrower feature set.
Read brand profile →Thoropass
Scores 57, placing it between Sprinto and the top tier, yet absent from the top-10 shortlist. Likely benefits from niche use cases or recent market traction not yet reflected in prompt volume.
Read brand profile →Citation sources
Where AI pulls citations from
881 citations captured across Compliance Automation prompt runs.
Vendor pages
406Product, help, and marketing pages from tracked vendors
Independent sources
247Reviews, encyclopedias, forums, press — not vendor-owned
Buyer questions
What AI cites for top Compliance Automation 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- Best Compliance Tools for SMBs in 2025incorp.com
Evaluation
Buyers comparing optionsWant to know if AI cites your brand for Compliance Automation?
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