Content Scorer

Score marketing copy against a fixed, deterministic rubric and a rejection memory that persists across runs. Every score is explainable: each deduction names the reason and, where the rubric can locate one, the offending span of text. Every score traces back to a regex match or an arithmetic threshold, which is why it resists being talked out of a low result the way a model sometimes can.

The scoring loop