A practical, field-tested prompt that helps reshape AI-generated text into something that reads like a real person wrote it, flaws and all.

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.