Grumpy Insights

Mini reviews
Mini reviews can be found under the "my reviews" page. It works like this: A separate AI system reads the review and finds the best quotes. You can choose between 3 quotes or generate new ones if you are unhappy with the result. You can then upload a cover image for the track or go with the standard grumpy music image. Download the image and simply share it on your social media of choice and upload a snippet of your track natively on that platform!

Why the Same Track Can Get a 72 One Day and an 74 the Next
A user recently asked us a great question: they uploaded the same track twice and got two slightly different scores — 72/100 the first time, 74/100 the second. Was something broken? Was the system just making numbers up? Neither. In fact, this is the system working exactly as designed. Here's why.

Can AI Listen to Music? Yes — And Here’s What Everyone Misses
A common argument online is: “AI can’t listen to music. It just analyzes data.” The funny part? That’s exactly what your brain does too.