Building AI-visibility tracking in-house sounds simple until the first prompt run comes back as raw HTML from five different model providers, each with its own rate limits and its own way of breaking overnight. Proxies rot. Citation formats shift between ChatGPT, Claude, Gemini and Perplexity. Google AI Overviews barely resembles any of them. Teams that want to ship mentions data […]