Occasionally, keeping the communication’s data hidden is insufficient. Additionally, it could be vital for maintaining the memo’s presence hidden. The new approach works by encrypting an audio file and disguising it behind a coloured JPG files picture. Both adaptive image processing and adaptive image segmentation were utilized by us. This idea is supported through the statistical and visual approaches. Three levels of advanced safety have been suggested developed to render it impossible to compromise the input data’s encryption and to confound steg-analysis. Steganography is the practise of transmitting encrypted messages by enclosing information along with other data. Steganography has become increasingly crucial in recent decades as a method of protecting sensitive data. Conventional steganography methods, nevertheless, are susceptible to cyberattacks from cutting-edge digital Forensics technologies which are able to locate or extract buried information. Scientists are developing adapted steganography algorithms to tackle this problem, which may change the method for embedding upon the properties in the covering material. Throughout this research, researchers propose an innovative adaptable steganography method which takes advantage of cutting-edge photo filtering as well as segmentation methods for incorporating information in photo files with preserving substantial amounts of perceived clarity.