Programmatic SEO without thin pages

Programmatic SEO fails when templates outrun unique value. Before scaling generation I lock three constraints.

Constraints

1. Every template must join at least one non-trivial data source.
2. Intent clusters must be validated before expansion.
3. Low-quality pages get a kill-switch, not a redesign later.

Minimal pipeline

seed entities → enrich → render → quality gate → index selectively

Demo content for moneymaker.top architecture.