MSE relevance as a metric when errors < 1
I'd use relative RMSE
$\sqrt{\frac{1}{n} \sum \frac{(Preicted - True)^2}{True^2}}$.
In this case, close to 0 implies a good model, regardless of the scale of the true values.
Similarly, you can try relative MAE.