Category Intelligence:
Find the AI Citation Whitespace No One Owns Yet
Map the competitive AI citation landscape for any topic. See which domains dominate AI Overviews across 10 category-defining queries, find whitespace no one owns yet, and identify the fastest path to category authority.
Category-Level AI Search Intelligence - Not Just Keyword Tracking
Keyword-level tracking tells you whether you appear for specific queries. Category Intelligence tells you how your entire category is structured in AI search - which domains own which topic clusters, where citation density is high (competitive), and where whitespace exists (your fastest path to authority).
Enter any topic or industry. The tool auto-generates 10 category-defining queries, checks AI Overviews for each, maps every cited domain, and visualizes the citation landscape - showing you where the battles are fought and where the territory is unclaimed.
How Category Intelligence Works
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Enter a Topic or Industry
Type any topic, category, or industry - 'project management software', 'HVAC services Portland', 'B2B SaaS security'. The tool auto-generates 10 representative queries.
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AI Overview Sweep Across 10 Queries
Citerank queries Google AI Overviews for all 10 category queries simultaneously and maps every cited domain, their citation frequency, and their Share of Voice percentage.
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Whitespace and Opportunity Map
Results are visualized as a category authority map showing dominant domains, contested zones, and whitespace topics where no domain has established citation authority - your fastest opportunity.
What Category Intelligence Reveals
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10-Query Category Sweep
Auto-generates 10 category-defining queries and runs live AI Overview checks for all of them - building a representative picture of AI search in your space.
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Citation Authority Map
Visualizes which domains dominate which parts of your category - showing where authority is concentrated and where it is fragmented or absent.
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Whitespace Identification
Highlights topic areas within your category where no domain has established consistent AI citation authority - your highest-leverage content opportunities.
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Share of Voice by Topic Cluster
Shows each domain's Share of Voice broken down by topic cluster - so you can see where competitors are strong and where they are weak within the same broad category.
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Entry Barrier Analysis
Scores each whitespace area by how difficult it would be to win citations there - based on the number of strong competitors currently occupying adjacent topics.
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Content Gap to Whitespace
For each identified whitespace, suggests the content type and schema combination most likely to win citations there based on what works in adjacent cited topics.
Who Uses Category Intelligence
- Content strategists planning which topics to target for AI citation authority
- SEO managers identifying the fastest path to category dominance in AI search
- Product marketing teams understanding how their category is structured in AI answers
- Agency teams delivering category-level AI search intelligence to clients
- Founders evaluating SEO opportunity in a new market or vertical
- Investors analyzing AI search competitive dynamics in a target industry
Frequently Asked Questions
What is AI search category intelligence?
AI search category intelligence is a map of how a topic or industry is covered across AI-generated search results - which domains win citations for which topic clusters, where authority is concentrated, and where whitespace exists for new entrants or underserved topics.
How are the 10 category queries generated?
The tool uses a combination of semantic expansion from your input topic and pattern-matching against common query structures for that category type. The 10 queries are designed to be representative of the full topic space, not just the most obvious head terms.
Can I customize the 10 queries?
Yes. After the auto-generated queries appear, you can edit, add, or remove any query before running the sweep. Pro accounts can run sweeps of up to 50 queries for more granular category mapping.
How is whitespace defined?
A topic cluster is whitespace if no single domain has a Share of Voice above 25% for the queries in that cluster. This threshold indicates that AI engines have not yet identified a dominant authority source for that topic - making it accessible for a new entrant with focused content investment.
How does Category Intelligence differ from the Competitor Citation Analysis tool?
Category Intelligence gives you a birds-eye view of the entire topic space - who owns what, where whitespace exists, and where to enter the market. Competitor Citation Analysis drills into a specific competitor to run a signal-level gap analysis. Use Category Intelligence first to identify where to compete, then Competitor Citation Analysis to understand how to beat the specific domains holding that territory.
How often should I run a category intelligence sweep?
Run a baseline sweep when entering a new category or planning a content strategy refresh. After that, quarterly sweeps track how the category authority map is shifting as competitors publish new content and AI engines update their citation patterns.