Anthropic is preparing for an IPO that could value the five-year-old artificial intelligence company at more than $2 trillion.1 The temptation is to attack that number with the company's historical financials.
In 2025, Anthropic generated just under $4.6 billion in revenue, spent $7.33 billion on compute and infrastructure, recorded an $8.06 billion operating loss, and reported a headline net loss approaching $42 billion.1 Against those numbers, $2 trillion looks almost absurd.
But that is the wrong analysis.
Roughly $34 billion of the $42 billion net loss was an accounting charge tied primarily to financing instruments whose value rose along with Anthropic's valuation. It was not $34 billion disappearing into GPU clusters.1
More importantly, Anthropic is growing so quickly that its 2025 revenue is already largely irrelevant to a forward valuation. By July 2026, the company had reached an annualized revenue run rate of approximately $65 billion. It has projected revenue approaching $200 billion in 2028, and Reuters Breakingviews calculates that a $100 billion run rate could be within reach during 2026.23
Important
Anthropic is not a $4.6 billion company being valued at $2 trillion. It is potentially a $100 billion company arriving extraordinarily quickly.
That makes the valuation considerably more interesting. It does not make it correct.
The question isn't whether Anthropic can become enormous. It is how much of that enormous future an investor should be required to pay for today.
Start With the Number Underneath the Number
At a $2 trillion valuation, Anthropic's multiple depends entirely on which revenue number you choose.
| Reference point | Revenue | Implied $2T multiple |
|---|---|---|
| 2025 actual | $4.6B | 435× |
| July 2026 annualized run rate | $65B | 30.8× |
| Potential 2026 exit run rate | $100B | 20× |
| Anthropic 2028 projection | ~$200B | 10× |
The first number is sensational but largely useless. The last one is far more instructive: investors considering Anthropic at $2 trillion are effectively being asked to pay about ten times revenue that management does not expect to reach until 2028. That is not unprecedented for an exceptional software company.
But Anthropic is not economically structured like conventional software, and that distinction matters enormously.
Claude Is Not an Annuity
In evaluating SpaceX, I argued that a satellite constellation should not be valued as though today's deployed infrastructure simply stays in orbit indefinitely, collecting recurring revenue.7 Satellites expire and must be replaced. Capital expenditure is not incidental to that business; it is part of the engine required to keep the revenue alive.
Frontier artificial intelligence has a surprisingly similar problem.
Claude Opus 5.5 may be enormously valuable today, but Anthropic cannot train Claude once and collect software rents from it for the next fifteen years. Claude 5.5 will become Claude 6, then 7, then 8. Competitors will advance. Architectures, hardware and training methods will change. Context windows will expand and inference economics will collapse. Capabilities that command premium pricing today will become baseline expectations tomorrow.
The frontier model is therefore an economically depreciating asset, even though that depreciation never appears on a balance sheet the way a satellite's or a semiconductor fab's does. Maintaining the frontier requires continuous reinvestment. Anthropic spent $7.33 billion on compute and infrastructure in 2025 alone, more than half of its $12.65 billion in total operating expenses.1
The scale of what comes next is extraordinary.
Anthropic's prospectus lists approximately $518 billion in future cloud, computing and infrastructure obligations.1 Reuters Breakingviews separately identified roughly $100 billion of Amazon cloud commitments, a reported $200 billion Google infrastructure and chip arrangement, and another $45 billion involving Nscale, among others.3
These are not the economics of a traditional SaaS business. They are closer to a hybrid of software platform, semiconductor company, hyperscaler and research laboratory.
A frontier model may look like software to the customer while behaving like industrial infrastructure to the owner.
That changes the multiple it deserves.
Revenue Growth Is Not the Same Thing as Economic Rent
There is a remarkably bullish argument for Anthropic. The price of intelligence will collapse. Inference efficiency will improve dramatically, hardware will become more capable, models will become more efficient, and the amount of intelligence the economy consumes could grow even faster. That is entirely plausible.
But those economics can resolve in two very different ways. Imagine that delivering a unit of intelligence costs Anthropic 30 cents today and eventually costs three cents. If Anthropic keeps charging a dollar, margins become spectacular. Competitive markets, however, rarely let producers keep every productivity gain. The price might instead move:
flowchart LR
A["$1.00"] --> B["$0.30"]
B --> C["$0.10"]
C --> D["$0.05"]
The consumer captures most of the efficiency gain. At a nickel against a three-cent cost, Anthropic still earns a margin, just a thin one. Consumption can still explode, revenue can still become enormous, and the infrastructure can remain fully utilized, yet the producer earns far less economic rent than the original valuation assumed.
This is one of the recurring errors in technology valuation: demand is confused with pricing power.8 Compute demand can grow by orders of magnitude without guaranteeing that the company selling intelligence earns monopoly-like margins on it. Chinese models, open-weight models, Google, OpenAI, Meta, xAI and future entrants all press on the same economics.
Important
Anthropic does not merely need intelligence consumption to explode. It needs enough differentiation to keep falling production costs from being competed away.
The Customer Base Is Not Yet an Annuity Either
The same problem exists on the revenue side. Anthropic disclosed that nearly one-quarter of its 2025 revenue came from just two customers, and warned that many large customers are not bound by long-term commitments and can reduce or terminate spending.1
During hypergrowth, this can be almost invisible.
When revenue expands from $5 billion to $25 billion to $65 billion to $100 billion, churn is overwhelmed by new demand. At $200 billion or $300 billion, the mathematics change. The valuation eventually depends less on how quickly companies experiment with Claude and more on the mundane characteristics that have always determined enterprise value:
- retention
- switching costs
- pricing power
- gross margins
- free cash flow
- durability
Hypergrowth can postpone those questions. It cannot eliminate them.9
What I Think Anthropic Is Actually Worth
So rather than valuing Anthropic on trailing revenue, I built a model around an outcome in which Anthropic succeeds — not modestly, but spectacularly.
| Year | Revenue | Free cash flow margin |
|---|---|---|
| 2027 | $125B | −5% |
| 2028 | $195B | 4% |
| 2029 | $260B | 10% |
| 2030 | $325B | 16% |
| 2031 | $385B | 20% |
| 2033 | $490B | 25% |
| 2036 | $610B | 27% |
In this base case, Anthropic eventually generates more than $600 billion in annual revenue. For comparison, Alphabet generated approximately $403 billion in 2025. Its operating margin was roughly 32%, but after $91 billion of capital expenditures, its free cash flow margin was closer to 18%.4 This is hardly a bearish model. It assumes Anthropic becomes larger by revenue than Alphabet is today, and that it converts revenue to free cash flow far more efficiently than Alphabet does, at 27%, despite the permanent need to fund model development and enormous inference infrastructure.
Using a 12% discount rate, 3% terminal growth and approximately $100 billion of cash-like value, those assumptions produce an equity valuation of roughly $1.07 trillion. At 11%, the same operating assumptions produce approximately $1.24 trillion; at 12.5%, roughly $1.0 trillion.6
The discount rate matters, especially because more than half of that $1.07 trillion comes from cash flows beyond 2036. On September 28, the U.S. 10-year Treasury yield was approximately 5.25%.5 When investors can earn more than 5% on government debt, assigning an 8% or 9% discount rate to an unprofitable frontier AI laboratory facing enormous infrastructure commitments, technological obsolescence, customer concentration, and intense competition would require extremely generous assumptions.10
That produces a reasonable current valuation range of roughly:
| Scenario | Estimated equity value |
|---|---|
| Commoditization / slower growth | $400–600B |
| Exceptional execution (base case) | $800B–$1.3T |
| Near-flawless execution | $1.4–1.7T |
| Near-perfect bull case | $2T+ |
My midpoint is approximately $1.1 trillion — not terribly far from Anthropic's $965 billion private valuation in May 2026.2 That private valuation already embeds extraordinary success. What it does not do is make shareholders pay for that success twice, which is roughly what a $2 trillion price asks.
So What Does $2 Trillion Require?
Don't ask whether $2 trillion sounds ridiculous. Ask what must become true for it to be reasonable. To generate roughly $2 trillion of present value without an unusually low discount rate, Anthropic needs something resembling:
| Metric | Approximate bull case |
|---|---|
| 2028 revenue | ~$220B |
| 2030 revenue | ~$400B |
| 2036 revenue | $800B+ |
| Mature FCF margin | 30–32% |
| Discount rate | ~10–10.5% |
Under assumptions around that level, the mathematics can reach $2 trillion. So $2 trillion is not impossible. But consider what investors have now assumed. Anthropic must become one of the largest businesses ever created. It must retain strong pricing power as the marginal cost of intelligence collapses, and translate a compute-intensive model into free cash flow margins approaching those of the world's best mature technology companies.
It must keep growing after revenue reaches hundreds of billions of dollars, manage hundreds of billions in infrastructure obligations, and maintain a technological lead while some of the richest companies in history try to commoditize its core product.
That is no longer merely a bet that Anthropic succeeds. It is a bet that almost everything important goes right.
At $1 trillion, investors are paying for extraordinary execution. At $2 trillion, they are beginning to prepay for the extraordinary execution after that.
The $900 Billion Prepayment
The useful comparison is not $4.6 billion of revenue against a $2 trillion valuation. That makes a better headline than analysis. The real comparison is roughly $1.1 trillion of value under a model that already assumes extraordinary success, against roughly $2 trillion of market capitalization. The difference — about $900 billion — is optionality the prospective IPO investor is being asked to buy before it has materialized.
The same mistake appears whenever extraordinary technology companies reach extraordinary valuations. The underlying business can be real. The growth can be real. The technology can be transformational, and the founders can execute brilliantly.
And the stock can still be overpriced.
Those ideas are not contradictory. The more impressive the company becomes, the easier it is to forget the distinction.
Intelligence Has a Depreciation Schedule
The most important feature of Anthropic's economics may be one that accounting statements barely capture. Buildings, satellites, semiconductor fabs and trucks all depreciate, and we know how to model them because their useful lives are visible. Frontier intelligence depreciates too. It simply depreciates intellectually rather than physically.
A model that represents billions of dollars of training, research and infrastructure today can become commercially ordinary remarkably quickly. And unlike a traditional software product, staying competitive may require another enormous capital cycle almost immediately. Anthropic could become one of the most important companies in the world while running one of the fastest replacement cycles ever created.
That does not make Anthropic a bad business. It makes valuation discipline more important. The value of Anthropic is not determined by how much intelligence Claude can produce. It is determined by how much durable free cash flow Anthropic can retain after continually buying the right to remain at the frontier.
On the evidence available today, that business is worth approximately $1.1 trillion. That is already an extraordinary valuation for an extraordinary company.
The remaining $900 billion still has to be earned.