Depends what you mean by compact. :shrug: 'Compact' can cover from a Canon Ixus 125 (small) up to the Canon GX1. (quite large) And that's just the extremes of the Canon compact range.
And then what other features you want, large zoom, RAW, manual controls, fixed lens, optical viewfinder or not?
A few years ago it was camera size manual control and RAW that led to my decision on which compact. I wanted it to fit in my pocket, and at the time the Canon S95 was the camera that ticked all my boxes. Zoom range wasn't that big an issue as it was replacing a 3-4x zoom, and so that is what I was used to. The only thing it was lacking was 1080p video. I don't do video that often, but it would be nice for it to be 1080. The tech just wasn't there at that time, and it wasn't that big a deal for the times I would use it.
If money was no option now for the same features I wanted, it would be the Sony RX100, as it is a similar sized camera, but better in almost every way.

It is basically a S95 made better, as Sony seemed to follow the Canon blueprint for that camera.
If zoom was the most important feature, coupled with versatility, then the Panasonic TZ cameras would be where I was looking. Great quality compacts from the cameras I've seen.
And people are putting CSC cameras with interchangeable lenses, which some consider as compact. And they are 'more compact', when compared to a DSLR, but start putting larger lenses on, and then if you have more than one lens, and it is suddenly not as 'compact' as it first appears.
There is so much choice though.

You need to narrow down what are the most important features in a compact to you. :shrug: