Sigzen AI Blog

Source-backed guides on AI visibility, generative engine optimization (GEO), answer engine optimization (AEO) and AI automation from the Sigzen AI team. Learn how ChatGPT, Gemini, Perplexity and Google AI Overviews decide which brands to name and cite, how to measure your share of AI answers, and how to turn that visibility into automated workflows that save real hours.

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AI Visibility Tracking in Python: Build a Prompt-Panel Tracker for Brand Mentions and Citations

A fixed question set, two APIs with web search turned on, a regex, and a confidence interval. Here is the whole pipeline, and the traps that make most homemade trackers lie. AI visibility tracking mea

Nov 13, 202613 min read1 view

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AI Visibility Tracking in Python: Build a Prompt-Panel Tracker for Brand Mentions and Citations