Just caught up on what's happening with AI stocks right now, and there's something worth paying attention to. We're a few months into 2026 and the narrative around AI has shifted pretty noticeably from where it was last year.

Last week I was looking at some data on AI investor sentiment, and it's pretty bullish. Nine out of ten investors are planning to hold or increase their AI positions this year. That's significant. But here's what's interesting - not all AI plays are created equal, and I think most people are missing where the real opportunities are.

Let me break down what I'm seeing. The chip stocks are quietly becoming the best ai stock to buy today in this space, and it's not even close. Here's why: the AI infrastructure companies like CoreWeave and Nebius pulled back hard from their peaks. These are companies burning through billions to build data centers, and they're not profitable yet. The depreciation risk is brutal too - every time GPU tech upgrades, their expensive hardware becomes less valuable. Oracle tried to jump into this game and ended up cash flow negative.

Compare that to semiconductor companies. Demand for AI chips is absolutely crushing supply right now. The chip makers have zero of those infrastructure risks. Better margins, proven demand, and here's the kicker - when data centers need to refresh their GPU inventory faster due to upgrades, guess who wins? The chipmakers. This dynamic is going to become even more obvious as we move through 2026.

But the real story everyone's sleeping on is software. All this infrastructure buildout only matters if it powers actual software products. Think about it - why would companies spend this much on hardware if they weren't planning to spend even more on software?

Palantir's been the obvious winner here, posting solid revenue growth and margin expansion almost every quarter since 2023 after launching their AI platform. OpenAI just hit a run rate over $20 billion, and Anthropic is targeting $9 billion - nearly triple what they had before. These numbers are real revenue, not projections.

But here's where I think the best ai stock to buy today actually is - the overlooked software names that haven't gotten the attention they deserve. Appian is crushing it with workflow automation and their AI platform is gaining serious traction. Amplitude's digital analytics tools with AI agents built in are resonating. And Figma - yeah, the stock got punished when they said profits would take a hit from AI investments, but that's exactly the kind of company that could surprise you if they execute.

The conventional picks like Shopify and Salesforce are obvious plays, but those smaller software companies have way more upside if they nail the AI transition. That's where I'm looking for the best ai stock to buy today outside the mega-cap names.

What I'm watching for through the rest of 2026: chip stocks continuing to widen their lead over infrastructure plays, and software companies starting to prove they can actually monetize AI. The infrastructure bubble already deflated. Now it's about which software companies can turn billions in spending into real returns. That's the inflection point I'm waiting for.