MightyCall's AI answering machine detection system evolved through multiple training iterations, real production voicemail samples, and human-reviewed edge cases to achieve 97% detection accuracy. This case study explores the challenges of voicemail detection, data preparation, responsible AI practices, and the roadmap toward even higher reliability.