Future Expansion Framework

The site is designed around topic hubs, programmatic pages, data layers, and discovery assets that can expand in a controlled way. This framework documents how to scale safely without breaking structure, clarity, or data integrity.

Programmatic Scaling

New state, comparison, and fixed-scenario page families can be added carefully. Each family should use consistent data, repeatable templates, and clear user intent.

Programmatic scaling framework

Topic Expansion

New topic clusters should connect to existing architecture rather than being added randomly. Each cluster should have a clear hub, supporting pages, and links into adjacent clusters.

Topic expansion framework

Data and Discovery Expansion

Data assets, discovery pages, and methodology should expand alongside content. Sitemap, search index, entity registry, and discovery graph must stay in sync as the site grows.

Data and discovery expansion framework

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