Track Brand Visibility Across AI Answer Engines with Python

For fifteen years, “search visibility” meant one thing: where a URL sat in a list of ten blue links. That model is quietly breaking. A growing share of users now get their answer from a synthesized paragraph — generated by ChatGPT, Perplexity, Gemini, or Google’s AI Overviews — and never click through to a source at all.