After testing all of these, I stopped looking for a single “best” tool, because it simply does not exist. What matters is the job in front of you. If I just need a quick format switch without thinking, I reach for something like Audio Convert or Convertio and get it over with in a browser tab. No commitment, no setup, just results.
When things get slightly more serious, like converting a whole library or keeping quality intact, I lean toward Movavi Video Converter or MediaHuman Audio Converter. They hit that rare balance where speed, stability, and control actually coexist. And if I am working with messy source material or need to clean things up before exporting, Audacity quietly becomes the most important tool in the room.
Then there is the deep end. If you want absolute control, automation, or just enjoy bending software to your will, FFmpeg is impossible to ignore. It is not friendly, but it is powerful in a way most tools only pretend to be.
I also found a place for more specific tools. Pazera Free Audio Extractor is perfect when all you need is to pull clean audio from video, while Fre:ac feels like it was built for people who care about precision and structure. Even something like CapCut makes sense if your audio lives inside video projects rather than standalone files.
In the end, choosing an audio converter is less about features and more about friction. The best tool is the one that disappears while you are using it. After all this testing, that is what I kept noticing, the tools I liked most were the ones I stopped thinking about entirely.