Why Schema Alone Fails for AI Attribution

Structured metadata, such as schema markup, is often viewed as a solution for improving how AI systems interpret content. However, schema alone does not resolve attribution challenges. Why This Happens Schema provides hints about content but does not enforce consistency across systems. Different implementations, incomplete fields, and variations in usage reduce its reliability as a primary signal. AI systems must still interpret and reconcile schema with surrounding content, which i...