Traditional SEO is no longer enough. This workflow helps you capture real “related questions,” draft accurate answers, validate your structured FAQ approach, and publish in a way LLMs can interpret correctly.

AI visibility is not the same thing as rankings or traffic. Practitioners are validating it by directly interrogating AI systems in clean incognito sessions, then scoring three things: whether the model recognizes the brand, whether it recommends the brand without being prompted, and what negative narratives it repeats. This gives a fast, evidence-based view of whether content is being used, ignored, or misrepresented.

AI systems do not trust single-source visibility. They cross-check business details across multiple platforms, then recommend only what they can verify. If your presence is concentrated on one channel, you create exclusion risk even with strong SEO. The fix is not more traffic, it is cross-platform consistency that AI systems can validate.