The Great AI Deflation: Plunging Compute Costs, the Blackwell Tidal Wave, and Semiconductor Whiplash

I grabbed lunch recently with the CEO of a major AI infrastructure firm. I can’t drop names, but he let something slip that really caught my ear: later this year, a new fleet of AI models is going to hit the market, and they are going to run circles around the current crop in terms of both sheer performance and raw efficiency.

The writing is on the wall. AI tokens—the foundational building blocks models use to crunch data and the standard unit for pricing—are about to become wildly abundant and radically cheaper. We’re already seeing vendors slash prices or at least heavily hint at impending cuts. Even OpenAI’s Sam Altman recently called out exorbitant compute costs as a massive bottleneck, noting that his startup is laser-focused on finding ways to give people more bang for their buck. The data is already bearing this out. Look at Silicon Data’s widely tracked token spending index; it topped out at around 2.06 in late May before sliding down to 1.75 by June 10.

The Hardware Catalyst

What’s actually driving this massive deflation in compute? It’s the hardware. A new tidal wave of tech is actively washing through data centers right now, spearheaded by Nvidia’s Blackwell GPUs. These systems aren’t just chips anymore—they are effectively standalone supercomputers, and they are being installed at an unprecedented, dizzying scale. By the back half of the year, these massive Blackwell clusters will be fully operational, handing AI labs the horsepower to train next-gen models and operate them with far less friction.

Wall Street Whiplash

You’d think this operational boom would mean a smooth, upward ride for semiconductor stocks, but the sector just caught some serious whiplash. Broadcom triggered a nasty, sector-wide selloff in early June despite actually beating top and bottom-line estimates for its fiscal Q2 2026, pulling in $22.19 billion in revenue with an adjusted EPS of $2.44 against an expected $2.39.

Wall Street simply didn’t care about the beat. Traders hyper-fixated on Broadcom’s Q3 AI chip outlook, which came in at a light $16 billion against the Street’s $17.2 billion target, heavily compounded by management’s refusal to hike their full-year guidance. The market threw a fit. Over the next two trading sessions, Micron bled 17%, AMD shed 12.6%, and Intel dropped 9%.

A Macro Bailout

But the pain was incredibly short-lived. Fast forward to Monday, and AI chip equities are catching a massive bid, bailed out entirely by macro tailwinds. The spark? News of a US-Iranian peace deal that officially reopened the Strait of Hormuz, absolutely cratering global oil prices. Plunging energy costs immediately defanged inflation anxieties, sending capital rushing right back into growth names. It was perfect timing for a semiconductor sector still nursing its early-June hangover.

We actually saw the early innings of this rebound back on June 8, sparked by backchannel rumors that Google and Nvidia were sniffing around Intel to serve as a backup chip manufacturer. Today, the rally has real legs. Micron is pacing the pack on the NASDAQ, surging 7.67% to $1,056.44. AMD isn’t far behind, popping 7.9% to $551.53. Intel pushed up 4.58% to $130.27, while Marvell tacked on 5.13% to reach $294.06. Even the behemoths joined in, with Broadcom rebounding 2.91% to $393.18 and Nvidia edging up 1.82% to $208.93.

Shifting the Baseline

Beneath the manic daily tape action, a much heavier structural shift is playing out. Case in point: Marvell gets officially added to the S&P 500 on June 22, 2026. The S&P has strict profitability requirements for inclusion, so seeing a fresh wave of chipmakers graduate to the index is a massive tell. It proves that this AI-driven demand isn’t just a cyclical flash in the pan—it has permanently rebased the baseline earnings power of the entire space.

And then there’s Nvidia, quietly stockpiling dry powder in the background. On June 15, 2026, the company filed a preliminary prospectus with the SEC to float unsecured senior notes across seven different tranches, stretching all the way out to 2056, with Goldman Sachs, JPMorgan, and Morgan Stanley running the book. They claim the proceeds are just for general corporate purposes and rolling over existing debt—they already had $8.5 billion in outstanding senior notes as of April 26, plus a completely untouched $25 billion commercial paper program. You don’t tap debt markets like that unless you’re quietly gearing up for the next major play.