There are different browsers that support different types of audio. And you can not find an audio codec that is supported across all browsers. Below is some browser that supports the audio element.
Chrome browser supports WAV, MP3, AAC, and Ogg
Microsoft Edge supports WAV, MP3, AAC, and Ogg
Read more.