Confidentiality and integrity of vital documents is essential for secure document authentication as it protects it from unauthorized alterations and forgery. This paper delves into the synergy of artificial intelligence and quantum materials in improving the security of documents. Superconductivity, quantum entanglement, and reduced dimensionality are unique properties of quantum materials which combines to ensure robust resistance against counterfeiting while ensuring authentication systems are difficult to replicate. Consequently, artificial intelligence methods enhance the detection and analysis of document signatures, aiding in the identification of minute alterations and real-time verification. The combination of quantum materials and artificial intelligence introduces high levels of security, ensuring advanced anti-counterfeiting methods, with robust authentication features. This study encompasses the challenges in the implementation of quantum material-based systems, such as cost, reliability, and environmental concerns, while pinpointing their ability to revolutionize secure document authentication in various aspects.