Making Sense to Machines: The Visibility Checklist for Answer Engines

As AI-powered answer engines become the primary way users discover businesses, traditional SEO is no longer sufficient. These systems require explicit, machine-readable entity clarity rather than just link authority—meaning businesses must define their value, pricing, and expertise through structured data to avoid AI hallucination and generic competitor mentions. This represents a shift from being 'findable' to being 'understood' by AI systems.