Dell looks set to win big from companies running AI on their own servers, but the stock has already run up too far to be a bargain today.

• Businesses increasingly want to run AI in-house instead of renting it, and Dell sells the whole package — chips, racks, storage, plus software to make it work.
• Open-weight models, including Chinese ones, let firms fine-tune AI privately, which suits hospitals, banks, and anyone with strict data rules.
• Dell's customer count for this on-site hardware jumped 50% in six months, and it has the supply others can't get.
• Profit margins on AI servers are thin and getting thinner, but costs are flat, so earnings have tripled anyway.
• The stock got hyped up after the recent Claude coding surge, leaving it priced aggressively versus its 16% expected growth.

Outlook: Dell's business should keep growing as company AI spending rises, with earnings due in under a week, but a better entry price may come after the hype cools.