In 2025, top audio annotation tools include Labellerr, SuperAnnotate, ELAN, Praat, Anvil, TapeWrite, and MPEG-7 Audio Annotator. These tools excel in labeling audio data for machine learning, supporting formats like MP3 and WAV. They offer features like collaboration, versioning, and integration.