Category · AI Citation Index
Risk, Compliance & GRC
GRC is a fragmented category with no consensus pick. ServiceNow captures the widest share of AI attention — surfacing in 77% of buyer queries across ChatGPT, Claude, Gemini, and Perplexity — but loses almost every head-to-head comparison it enters. Vanta and Secureframe each show up in fewer than half the discovery prompts ServiceNow does, yet both win more head-to-heads than they lose. LogicGate, MetricStream, RSA Archer, and Diligent form a second tier of discovery visibility (all above 60% shortlist rate, all visible on every engine), but none have sufficient comparison-query volume to assess head-to-head performance. This is a contested category: wide discovery spread, evaluation outcomes that contradict discovery rank, and five subcategories (compliance automation, privacy, third-party risk, audit, ESG) each pulling buyer attention in different directions.
240 discovery queries · 107 head-to-heads · refreshed May 1, 2026
Discovery stage
The shortlist
Across 240 buyer-style "Risk, Compliance & GRC" queries
ServiceNow shows up in 77% of buyer queries about GRC software and surfaces across all four engines. LogicGate and MetricStream each appear in roughly 70% of queries, also visible on every engine. Vanta and Drata — both compliance-automation brands — land in 68% to 70% of discovery prompts, while RSA Archer and Diligent hold the 60%-65% band. Secureframe captures only 46% of discovery queries despite four-engine visibility, leaving it underexposed relative to the top tier.
Hover or click a logo to see brand details
Get weekly AI visibility changes for Risk, Compliance & GRC sent to your inbox.
Score shifts, new entrants, citation gaps — every Monday.
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 56/100
Proofpoint Cloud App Security Broker wins the most head-to-heads in this category, averaging a 63 score across ten comparison queries. Vanta and Secureframe each score 60 and 56 respectively, both winning more matchups than they lose. ServiceNow and Drata — despite high discovery share — score zero in head-to-head comparisons, losing to rivals when buyers ask AI to pick between specific options. Imanage appears in 45 comparison queries but scores just 14, losing nearly every matchup it enters.
Hover or click a logo to see brand details
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
RiserEnterprise IT service management and GRC suite
Read brand profile →Vanta
FallerAutomated compliance for SOC 2 and ISO 27001
Read brand profile →Drata
Continuous compliance automation for security frameworks
Read brand profile →Secureframe
KingmakerCompliance automation for SOC 2 and GDPR
Read brand profile →LogicGate
No-code GRC workflow automation platform
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 queries here are top-of-funnel exploration — buyers ask AI for the best GRC tools by company stage, compliance need, or vertical ('compliance software for seed-funded companies', 'GRC platforms for small business compliance needs', 'tools for continuous compliance monitoring'). A smaller slice digs into decision-making ('which type of risk management software is right for my organization', 'how to determine the right compliance tool for my specific needs'). Trust and pricing questions are sparse, typically focused on SOC 2 compliance status, user satisfaction scores, and hidden costs in GRC platforms.
Discovery
Buyers exploring the categoryEvaluation
Buyers comparing optionsTrust
Buyers checking credibilityConversion
Buyers ready to buyDrill down
Subcategories
Want to know if AI cites your brand for Risk, Compliance & GRC?
Free audit. ChatGPT, Perplexity, Gemini, Claude.
Run an audit →