How do you align a free-space optical setup when you can't see the beam?

I often work with setups where the beam path is enclosed or the wavelength is outside the visible range, so I can't just watch the spot on a card.

I end up relying on indirect signals and a lot of trial and error.

What methods do you use to align or troubleshoot a beam path you can't see directly?