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Entrepreneur's Diaries: Chronicles of Success > Blog > Business > Business News > Amazon Is Spending Like It Has Already Won the AI Race. Jassy Says Investors Will Thank Him Later
Business News

Amazon Is Spending Like It Has Already Won the AI Race. Jassy Says Investors Will Thank Him Later

Isabella Duarte
Last updated: May 5, 2026 7:15 am
Isabella Duarte
1 hour ago
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Seattle, May 5: There is a particular kind of pressure that comes with spending other people’s money at a scale nobody has ever attempted before. Andy Jassy knows exactly what that feels like. He has been living inside it for the better part of two years, and this week he made clear he has no intention of stepping back from the ledge.

Contents
  • The Number That Defines the Moment
  • Why Nervous Investors Have a Point
  • The Chip Story Nobody Is Telling Loudly Enough
  • The 1999 Comparison Deserves to Be Put to Rest
  • What Andy Jassy Is Actually Saying, Underneath the Numbers

The chief executive came back to investors with a message that, on the surface, sounds like the same one he has been delivering for months. The capital will pay off. Shareholders will be rewarded. The money going into infrastructure today is building something that will compound for years. Stay the course.

But the context in which he is saying it in May 2026 is meaningfully different from when he first started laying out this thesis. Back then, the AI build-out was still new enough that faith was a reasonable ask. Now the capital has been flowing at historic levels long enough that the market wants more than a thesis. It wants proof. And the CEO, to his credit, is not ducking the question.

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The Number That Defines the Moment

Let us be honest about what is actually on the table here, because the headline figure is easy to read past without fully absorbing it. The company has committed to roughly 100 billion dollars in capital expenditure for 2026. One hundred billion. In a single year. From a single company.

That number eclipses the annual defence budgets of most developed nations. It represents a level of concentrated AI infrastructure investment the technology industry has not seen from a single company in a single cycle, arguably ever.

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And the overwhelming majority of it is pointed directly at artificial intelligence: new data centres and the land to put them on, the power infrastructure those centres require, custom chips to give AWS a competitive edge against Nvidia-heavy rivals, and the networking capacity to stitch it all into something enterprise customers can build serious businesses on top of.

According to reporting by Bloomberg and The Wall Street Journal, AWS has been the quiet engine of the company’s overall financial performance for years. Quarter after quarter, the cloud business has generated operating income that covers the costs of the vast retail and logistics network, which, for all its revenue, runs on thinner margins than most people realise. AI workloads are now the fastest-growing segment inside the business, and that growth is accelerating.

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So when Andy Jassy says investors will be rewarded for backing this level of capital commitment, he is not asking them to follow him into the dark on faith alone. He is pointing at something already in motion. The market, fairly or not, has not always been willing to take that at face value.

Why Nervous Investors Have a Point

Here is the honest version of what Wall Street is actually worried about, stripped of the technical language that usually surrounds this conversation.

Most large institutional funds run on quarterly reporting cycles. Their analysts project earnings twelve to eighteen months forward. A ten-year infrastructure thesis, even a genuinely compelling one, does not map onto that calendar cleanly. When the capex line jumps 100 billion dollars in a year, the spreadsheet model screams before the strategic narrative can catch up. That is not irrational. That is how the machinery of institutional investing actually works.

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The deeper concern, as articulated by analysts at Bernstein and JPMorgan in research notes cited by Reuters, is one of timing rather than ultimate direction. Nobody credible is arguing that this infrastructure push will fail to generate returns. The argument is about when those returns arrive, and whether the simultaneous race among hyperscalers compresses cloud pricing before revenue catches up to the outlay.

Microsoft and Google are pouring capital into data centres inside the same two-year window as their Seattle rival. Infrastructure booms have a documented history of temporarily getting ahead of themselves, and when that happens, pricing is usually the first casualty.

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Andy Jassy’s response to this framing has been consistent and substantive throughout. The company is not building AI capacity speculatively and waiting to see who shows up. The demand is committed. Enterprise customers are signing contracts today for workloads that will run on AWS infrastructure through 2027, 2028, and beyond.

During the most recent earnings call, CFO Brian Olsavsky specifically noted that the pipeline of customer commitments at AWS represents a multi-year revenue opportunity, and that contract durations for infrastructure deals are running longer than traditional cloud agreements.

That last detail matters more than it might appear. Longer contract durations mean customers are making strategic commitments, not shopping around quarter to quarter. These are not exploratory conversations. These are signed decisions with budget attached.

The Chip Story Nobody Is Telling Loudly Enough

If there is a single piece of this story that still does not get the coverage it deserves, it is the hardware play running quietly underneath everything else.

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The company has been building its own AI chips for years. Trainium handles the training of large models. Inferentia handles running those models at scale in production. Both are developed entirely in-house and deployed across AWS. For most of their existence, they have been treated as engineering footnotes rather than material commercial factors. That is starting to change.

According to reporting by The Information, a growing number of enterprise customers have begun routing meaningful portions of their compute budgets to this custom silicon. The reason is not loyalty or inertia. It is cost.

Third-party GPU capacity, especially from Nvidia, carries a price premium that enterprise procurement teams are beginning to examine much more carefully as AI workloads graduate from pilot projects into full production infrastructure. At pilot scale, you pay whatever it costs. At production scale, you do the maths.

These chips offer competitive performance at lower cost for specific workloads, and the economics are compelling enough that customers are making the shift without being nudged.

The margin implication is significant and still widely underappreciated. There is an enormous difference between being an AI infrastructure company that purchases its compute from a third party and one that owns the full stack. Every workload running on Trainium rather than a leased Nvidia GPU is a workload where the company captures both the infrastructure margin and the hardware margin simultaneously.

At the volumes AWS operates at, that compounds into something very material over time. Jassy has flagged this in earnings discussions, though it tends to get drowned out by the louder conversation about the headline capex figures.

The 1999 Comparison Deserves to Be Put to Rest

Every capital supercycle of this scale eventually attracts the dot-com comparison. It is reflexive, it is rhetorically available, and in this case it is mostly wrong.

The surface similarities are real enough. As reported by The Financial Times, the combined capital expenditure commitments of four major technology companies, including this one, for 2026 are projected to exceed 300 billion dollars. That is genuinely unprecedented, and it carries the particular energy of an entire industry deciding simultaneously that one technology changes everything. That energy is familiar from 1999 and it makes people understandably cautious.

But the differences matter more than the similarities. In 1999, capital was flowing to companies with no revenue, no customers, and no credible path to either. The entire bet rested on hypothetical future demand.

Today, the companies making these commitments are generating substantial, documented cash flows right now. AWS crossed 100 billion dollars in annualised revenue with expanding operating margins. This is not a startup burning through an IPO windfall on the promise of future relevance. It is a profitable business investing ahead of demand it can already partially see and measure. The risk profile is genuinely different, not just rhetorically different.

That does not make the outlay risk-free. Technology cycles have surprised serious people before, in both directions. Timing has derailed sound theses before. But collapsing this moment into 1999 without acknowledging what is structurally different is not scepticism. It is laziness wearing the costume of caution.

What Andy Jassy Is Actually Saying, Underneath the Numbers

Pull back from the quarterly noise for a moment, and Andy Jassy’s actual argument becomes cleaner. He is not telling investors that the company is building more cloud. He is telling them that artificial intelligence is changing what cloud infrastructure is fundamentally for, and that companies treating it as a feature layered on top of existing services will eventually find themselves renting compute from those that treated it as the foundation.

The capital allocation here is the most direct possible expression of that belief. The data centres, the custom silicon, the patient multi-year investment in Alexa as a consumer-facing interface tying together hardware, software, and cloud businesses: all of it points in the same direction.

The destination Jassy is building toward is a version of the market where AWS is not a storage and compute utility but the platform on which the next generation of businesses are built, trained, refined, deployed, and scaled over the long term.

He has been right about enough large, contested calls to deserve a serious hearing when he makes the next one. He saw AWS dominance in cloud at a time when the market was deeply sceptical. He oversaw the patient, expensive build-out of the logistics network through years of margin pressure before it became a structural competitive advantage that rivals still cannot replicate.

He does not appear to be the kind of executive who makes hundred-billion-dollar commitments for theatrical effect.

Still, conviction is not certainty. The market knows this. Jassy knows this. What is notable is that he appears entirely at ease with the exposure regardless. There is no hedging in the language, no careful qualification about conditions and contingencies. The bet is what it is, and he is standing behind it in plain language.

For investors tracking the position, the indicators that matter are not the headline capex numbers.

Watch AWS revenue growth in AI workloads. Watch the operating margin trend inside AWS as the outlay accelerates: margins that expand under rising capital expenditure are the cleanest signal of genuine pricing power.

Watch the adoption trajectory of Trainium and Inferentia, which will tell you whether the company is capturing hardware economics on top of the infrastructure margins it already holds.

And watch the contract duration data that Olsavsky referenced, because if it holds, it means the demand Andy Jassy is committing 100 billion dollars to serve is not a projection sitting in a slide deck. It is already in the pipeline.

The pressure on him to be right is real, visible, and building with every quarterly report.

For what it is worth, the early evidence suggests he might just be.


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Isabella is a global business journalist and former McKinsey analyst from Brazil. She brings sharp insights on economic shifts, policies, and founder journeys from around the world.
Isabella Duarte
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Isabella is a global business journalist and former McKinsey analyst from Brazil. She brings sharp insights on economic shifts, policies, and founder journeys from around the world.

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