What a URL-Only Brand Audit Can Actually See: Build a Tiny Checker in Python

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There are a lot of "free AI brand audit" tools now. Before trusting any of them, it helps to know what a tool can actually see when all you give it is a URL. Short answer: less than you think, but more than nothing. I help build one (a free URL-based brand audit tool called Vibe Checker), and this post is the honest version of how the inputs work, with a tiny checker you can run yourself. From a single fetch you can get: , meta description, Open Graph tags The H1 and the first few headings Visible text above a rough "first screen" cut-off Buttons and links that look like calls to action Image

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