Carlman,
If the noise is coming from only one channel, switch the tubes around in the sockets if you are equipped with two tubes in the AI2. If the noise now eminates from the opposite side after switching, you got a tube problem.
Alot of things could go wrong with any pieces of equipment, but 60% or more of time a well made piece of tube equipment has problems that are tube related, not gear related.
If you simply don't like the sound...you could try tube 'rolling' (buying new ones) or, maybe, you don't like the sound of teh equipment or tube gear, in general.
Yes, tubes get noticeably noiser as they age...they soften a bit in dynamics before you hear alot of noise though. There are lots of tubes out there to be bought from reputatble vendors...and if the Ai takes 12AX7's, you have a world of good choices, including some pretty good ones in brand new Sovtek 12AX7LPS. I've seen them for as little as $8 per and I've heard raves for them. Just do a search on your fave engine and you'll find lots of choices.
Phono will show up and ampify noisy (and or old) tubes the most as it is amplifed many more times in Phono vs. Linestages.
Hope this helps a wee bit. Enjoy.