20:20
2026-09-22
dev.to
generative-engine-optimization
I Built a Simple AI Visibility Tracker in Python. Here’s What Breaks When You Scale It
A developer at CrawlSpider described building an AI visibility tracker in Python that queries LLM APIs to check whether brands appear in model answers, and detailed how the naive approach breaks at sc…