Subcategory · AI Citation Index
GRC Platforms
ServiceNow GRC leads shortlists at 62%, while automation-first challengers Drata and Vanta each land 58% despite Vanta sliding -5 points.
170 discovery queries · 429 head-to-heads · refreshed Jul 23, 2026
Discovery stage
The shortlist
Across 170 buyer-style "GRC Platforms" queries
ServiceNow GRC appears in 105 of 170 prompts, the highest shortlist rate at 61.8%. Drata and Vanta tie at 58.2% with 99 appearances each, both pulling 260+ mentions across four models. LogicGate, AuditBoard, and MetricStream cluster between 54–58% shortlist rates, while legacy RSA Archer drops to 52% despite 182 mentions.
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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
Head-to-head scoring shows Archer, ServiceNow GRC, Drata, and AuditBoard tied at 57 across 38 comparison queries each. Vanta, LogicGate, and MetricStream follow at 55, while RSA Archer scores 54 in 36 queries. The median category score of 7 reflects limited deeper evaluation data across the 22-brand field.
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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
Scores 71 overall, holds the top shortlist rate, and gained +13 momentum in recent months. Enterprises already on ServiceNow IT workflows cite workflow unification as the decisive factor.
Read brand profile →Drata
Ties Vanta at 66 with 262 mentions and 58% shortlist rate. Continuous compliance automation and real-time evidence collection attract fast-scaling SaaS companies chasing SOC 2 and ISO 27001.
Read brand profile →Vanta
Matches Drata's 66 score and 270 mentions despite a -5 point slide. Known for low-friction onboarding and audit-ready dashboards; still dominant in the early-stage compliance segment.
Read brand profile →AuditBoard
Scores 66 with 178 mentions and a 57% shortlist rate. Internal audit teams prefer its workflow-first design; SOX compliance and enterprise risk modules drive enterprise deals.
Read brand profile →LogicGate
Scores 57 with 198 mentions and 58% shortlist presence. No-code workflow builder attracts risk and compliance teams that want to prototype frameworks without engineering support.
Read brand profile →Citation sources
Where AI pulls citations from
947 citations captured across GRC Platforms prompt runs.
Vendor pages
471Product, help, and marketing pages from tracked vendors
Independent sources
284Reviews, encyclopedias, forums, press — not vendor-owned
Buyer questions
What AI cites for top GRC Platforms 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- Affordable GRC software - Pricing - TrackMyRiskstrackmyrisks.com
Evaluation
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