Decisions
- Normalize before clustering
- Separate provider signal from editorial decision
- Keep each priority traceable
Standalone local application · SEO
API, web, database and engine for audits, clusters, SERPs and strategy decisions.

What you can judge
The capture comes from the real site or product. We do not publish commercial outcomes we cannot verify durably; we do show decisions in architecture, clarity, design and technical depth.

API, web, database and engine for audits, clusters, SERPs and strategy decisions. The solution connects content, interaction and operation inside one coherent system.
Context and constraint
Internal SEO research needed to move from keyword lists to clusters, intent and usable editorial priorities.
How to read this case: identify the constraint first, then the design decision and finally the deliverable that makes it operable. This sequence lets you assess the work without relying on an isolated promotional metric and distinguishes a built solution from a portfolio image.
Transferable lesson
Evidence boundary: This is an applied internal engine, not a public product or ranking guarantee.