Pattern Hunter
Pattern Hunter crawls a competitor's sitemap and exposes their content patterns: which page types they produce at scale, which URL patterns and variables they use, and how their templates are built — down to the H-tag structure per page.
Everything is measured: a real sitemap crawl and deterministic pattern clustering, no AI. One caveat: the traffic estimates (high/medium/low) per cluster are heuristics based on the pattern's nature, not measurements of actual traffic.
Who this tool is for
Anyone considering programmatic SEO who wants to know exactly how competitors structured their content production — before building their own templates.
Prerequisites
- Signed-in account
- 30 credits per analysis
- The competitor's domain (sitemap must be reachable)
How to use it
- Enter the competitor domain and run the analysis.
- Read the clusters: each pattern shows the URL structure, variables and example URLs.
- Open the blueprint view on a page for its actual H-tag structure (free after the run).
- Copy the "Steal Strategy" brief, or download the whole analysis as markdown.
How to read the result
- The clusters are page types produced at scale — the more URLs in a pattern, the more systematically the competitor invests in it.
- The variables in the pattern (city, product, year) are their actual template — that is what you compete against or model your structure on.
- The traffic estimate is a heuristic prioritization of which patterns likely matter most — verify with your own rank tools.
Common errors
- The analysis fails: credits are refunded automatically. Check that the domain exposes a reachable sitemap.
- Few clusters: small sites have few patterns — the tool shines on large, programmatic sites.
Limitations
- The progress indicator is cosmetic — large sitemaps take time regardless of what it shows.
- No saving or history; download the markdown report before closing.
- Sitemap-based: pages outside the sitemap are not captured.
Related tools
- Programmatic SEO Uniqueness, for avoiding thin content in your own templates
- SERP Domination Planner, for prioritizing the patterns
- Internal Link Auditor, for the link structure inside your own pattern
Last updated 2026-08-06