Think of the capital destroyed when the data center boom implodes that might have been put to productive uses.
This is also a risk to the economy as a whole, with a deep recession likely to follow.
I have been following the economics behind the AI boom and where the money comes from and goes to. Based on what I see so far:
1) Money for the data centers build are going partly into construction, power equipment, cooling equipment, and finally the chips.
2) The money for the chips are mostly going into the chip companies like Nvidia, Micron, Samsung, SK Hynix, SanDisk, ASML, TSMC, etc. Their stock prices go up
3) These data centers are paid for by the cloud companies like Microsoft, Google, Meta, Oracles, Amazon, etc. A lot of those were funded by their cash flow as they were swimming in cash in recent years. Instead of buying back shares they are start to raise capital as well to pay for these data centers.
4) Some of those were rented to companies like OpenAI and Anthropic. Some were used by themselves to train their own models.
5) Some of the customers of these AI model companies are paying for these models usage (tokens) by increased productivities. If you use Palentir as an example you can see how that significantly improve the US military capabilities, and a lot of businesses were able to improve their performance by using these models. At my work we have people using these to do simple tasks that would have taken a couple months and finish them within 1 afternoon. Unfortunately, some companies even layoff employees since they got more productive, yet some were forced to compete by using more AI and layoff people to pay for it (some AI work is currenty more expensive than human).
6) There are a lot of demand for US based investment due to geopolitical reason, and US being the safe haven currency, and some want to stay invested in the US but don't want to buy Treasury or mortgage because they got burnt before, so they buy AI stocks. Very recently there was a cross over at one point that Microsoft can borrow money cheaper than US government based on bond rate, although for a very short time. Let that sink in a bit.
Will this be a bubble? I'm sure it will be, but I am also sure we are at a time when AI model is really improving a lot of companies' productivity. This may commoditize a lot of service out there, or help inflate away the US debt crisis, or increase unemployment, or crash the world economy, or a combination of them all.
I think the infrastructure for these data centers would still be used by non AI even if AI bubble burst. It may not be immediately, the companies that build them may lose money, the rent they could charge may crash, but there would be demand for them at the right price. For now, we have too low of an interest rate to prevent people from taking a chance on them.