Lettertrace

Lettertrace is an open-source AI-visibility monitoring tool for tracking how brands appear in answers from Claude, ChatGPT, Gemini, and Google AI Overviews. The official site describes adding buyer topics, automatically generating prompt variations, running scheduled checks with a bring-your-own-key setup, and reporting visibility, share of voice, prominence, sentiment, recommendations, competitor benchmarks, and trends over time.