Nvidia has been one of the defining stocks of the AI era, but it has actually lagged some peers in 2026 — up just 12% year to date while AMD has more than doubled. That gap could be about to close. JPMorgan strategist Tarek Hamid published a note arguing that the next phase of AI capital spending will increasingly favor chips over physical infrastructure, and Nvidia is the single biggest beneficiary of that shift.
The logic is compelling. Data centers, power plants, and networking hubs built during the first wave of AI infrastructure can last 20 to 30 years. Graphics processing units (GPUs), by contrast, typically burn out in just two to three years under heavy AI workloads. That means replacement demand alone will drive sustained chip buying even after the construction boom plateaus. JPMorgan expects GPU and AI-specific chip spending to grow from roughly 50% of total annual AI hardware expenditure today to 60% by 2030. In dollar terms, the bank forecasts more than $3 trillion in total AI chip financing over the next five years, with silicon spending rising from approximately $340 billion in 2026 to $800 billion by 2030. Nvidia reported $81.6 billion in revenue for fiscal Q1 2026 alone — an 85% year-over-year increase — and CFO Colette Kress has forecast that total AI spending will reach $3 trillion to $4 trillion annually by the end of the decade.
For investors, the JPMorgan thesis reframes the Nvidia story. The company isn’t just a first-mover that benefited from an infrastructure surge — it is the long-duration compounder in the AI hardware stack because its products need to be replaced repeatedly. As the data center construction curve stabilizes around 2028, chip demand keeps climbing. Investors who dismissed Nvidia’s current 12% YTD gain as disappointing relative to peers might want to reconsider: the replacement cycle thesis gives NVDA a multi-year earnings growth driver that infrastructure-pure plays simply don’t have. Watch for hyperscaler capex announcements and quarterly GPU order disclosures as the key catalysts to track in the months ahead.
