The point of mathematical models is to be predictive. But I wouldn't call prediction "the whole point of science". That's reducing science to a means-to-an-end.

I think science is more commonly understood to be about discovery and exploration? Although it is commonly applied and turned into engineering, expansion of knowledge is still an end in itself.