How can I fix scratches on interior plastic?

Hi All,

I found these scratches yesterday on my brand new EQA.

What is the best way to fix/mask these?

The scratches were caused by muddy/dirty training shoes.

I bought some Chemical Guys Invisible super cleaner, is this product suitable for this type of plastic? I already have Mercedes StarGard Door&Dash enhancer but I find this makes everything look overly shiny.

Thanks in advance :)