A lightweight scoring shell for Generative Engine Optimization. v1 focuses on reusable input, result, recommendation, and feedback flow.

Teams need a fast way to understand whether brand pages are machine-readable, credible, and likely to surface well in generative answers.

• The score is a guided estimate for experiment velocity, not a production-grade ranking engine.
• Results should remain explainable so stronger logic can replace the placeholder engine later.

Recent notes

• useful: The scoring structure is easy to understand and feels promotion-ready.