This page exists to make the offer concrete. A useful AI visibility audit should not be a vague PDF with generic AI advice. It should show where your brand appears, where it disappears, and what to fix next.
The preview audit checks recommendation-style prompts, comparison prompts, alternative-brand prompts, and category-specific prompts.
The goal is not to produce an impressive dashboard. The goal is to see whether your brand is present in the moments where AI narrows the market for a buyer.
The output is designed for action. It should be readable by a founder, marketer, or operator without extra interpretation.
If your brand appears rarely while competitors show up repeatedly, the issue is usually not one magic ranking factor.
Common causes are weak external source presence, unclear category positioning, inconsistent service language, or missing evidence that helps AI systems understand what the company actually does.
Start with the preview. If it shows a real visibility gap, that is the point where a deeper full audit becomes worth doing.