Product Module
AI competitor gap analysis for category, source, and topic coverage
Compare your brand against direct competitors across prompts, cited sources, and content coverage gaps that affect AI answers.
Where competitor advantage usually comes from
- Competitors own more answer-first pages for the same use case.
- Third-party publishers describe competitor positioning more clearly.
- Comparison and alternative content exists for competitors but not for your brand.
- Entity signals are stronger and more consistent across owned and external profiles.
Competitive Gap
Based on 28 prompts across 3 AI engines · Last 7 days
What Citany surfaces
The platform compares prompt win and loss rates, source overlap, and the topics where competitors repeatedly appear ahead of you.
That creates a much tighter feedback loop for growth teams than a generic AI visibility score alone.
How teams use this
Content roadmap prioritization
Decide whether the next page should be a comparison page, category explainer, FAQ resource, or benchmark asset.
Positioning cleanup
Spot where competitors are described more clearly than your brand and where your category story is too vague to win the answer.
Decision support
Show which competitor narratives are actually shaping the market instead of relying on isolated examples.
Expected outcome from competitor gap analysis
- A short list of topics and page types where competitors keep winning repeatedly.
- A better understanding of whether the issue is owned content, external proof, or category clarity.
- A more disciplined way to prioritize work instead of reacting to screenshots or anecdotes.
Related pages
Explore the next-most relevant product, solution, or research page.
Next Step
Check your own brand against these patterns
If this page matches what you are seeing, run a free audit to review prompt coverage, competitor gaps, and the sources shaping AI answers in your category.