How AI detection works: signals, models, and measurable confidence Understanding an a i detector begins with the signals it analyzes. At the most basic level, detection systems ingest text, images, audio, or video and extract statistical and semantic features. For text, that includes token patterns, phrase repetition, perplexity measures, and stylometric markers. For images…