Anthropic’s reported potential $2 trillion valuation faces significant scrutiny from market veterans who argue it demands an extraordinary combination of growth and margin expansion. Dr Chan Ahn, founder and CEO of Tessera PE and a former Goldman Sachs and JPMorgan executive, warns that investors must look beyond private-market enthusiasm to understand the economic realities of such a price tag.

The central question remains whether the economics of Anthropic’s business can justify becoming one of the world’s most valuable companies. Ahn suggests that the leap being asked of public investors involves underwriting both aggressive growth and margin expansion simultaneously, a feat few companies achieve.

Profitability Challenges

Dr Chan Ahn estimates that Anthropic would need roughly $725 billion in revenue by 2036 to justify a $2 trillion valuation. This calculation assumes a 10% cost of equity, a 25% free cash flow margin, and a 25x terminal multiple. At a higher 13% discount rate, the required revenue rises to about $950 billion.

While Anthropic’s annualized revenue run rate jumped to $65 billion by the end of July, reflecting surging enterprise demand for its Claude AI products, this figure is only a fraction of the long-term requirement. The run rate is approximately seven times higher than a year ago and up significantly from the $47 billion reported in May.

The bigger challenge lies in profitability. Anthropic’s projected Q2 operating margin is just 5.1%, meaning its free cash flow margin would need to expand dramatically even as the company continues investing heavily in computing and competing on price. Ahn notes that underwriting both growth and margins at once is the difficult leap being asked of public investors.

He also warns against comparing Anthropic’s forward revenue multiple with rivals such as Palantir Technologies Inc (NASDAQ: PLTR) and Nebius Group NV (NASDAQ: NBIS). Ahn argues that annualized consumption revenue lacks the certainty of contracted revenue, making direct comparisons misleading.

SpaceX IPO Lesson

Dr Chan Ahn argues that Space Exploration Technologies Corp (NASDAQ: SPCX) offers a valuable lesson for future IPOs. SpaceX entered public markets at roughly its $1.77 trillion IPO valuation, with shares surging 67% above the $135 IPO price before later giving up those gains.

The lesson, he says, is not simply the gap between private and public valuations. Private valuations are based on limited transactions with selected investors, while public markets must absorb much larger and less selective selling. Ahn argues that SpaceX’s post-IPO decline was driven more by earnings scrutiny and disclosure than by the August insider-share unlock.

SpaceX’s revenue surged 92% to $7.8 billion, while it posted a $541 million net loss, albeit narrower than a year earlier. Ahn contends that the key risk for future IPOs is not the lock-up expiration, but the “first earnings report,” when companies must face the scrutiny of public-market investors rather than private investors who already have conviction.

What the Numbers Show

The divergence between Anthropic’s rapid top-line growth and its thin operating margins highlights the core tension in its valuation. While revenue jumped seven times year-on-year to $65 billion, the 5.1% operating margin indicates that profitability has not kept pace with scale. This suggests that achieving the $725 billion revenue target required for a $2 trillion valuation will depend almost entirely on margin expansion rather than organic volume growth alone, placing immense pressure on cost management and pricing power.

Enterprise Workflow Focus

The $2 trillion valuation is primarily a bet on the broader AI category, rather than Claude’s technological advantage alone, stated Dr Ahn. Model leadership is temporary and must be repeatedly regained, while Claude’s stronger moat lies in distribution and enterprise workflows. This includes Claude Code’s integration into engineering processes, where the customer is buying completed work rather than tokens.

However, Ahn notes that this durable advantage likely supports only a modest portion of a $2 trillion valuation. Ultimately, investors are "buying a sector thesis through a single-name instrument, with the concentration risk that implies."

Anthropic would need to generate roughly $1.2 trillion in annual revenue within a decade to justify a potential $2 trillion valuation, according to NYU finance professor Aswath Damodaran.

The target is roughly 18 times Anthropic’s July revenue run rate of more than $65 billion and 1.7 times the $716.9 billion in sales generated by Amazon.com Inc. (NASDAQ: AMZN) last year.

Valuation Assumptions

Damodaran worked backward from the $2 trillion figure to calculate the growth and profitability Anthropic would need to deliver for that price to make financial sense. A May funding round valued Anthropic at $965 billion, with existing investors reportedly believing it could command $2 trillion or more in an initial public offering.

Damodaran grants generous assumptions: a 30% after-tax operating margin, a 10% cost of capital and 10 years to maturity. Even then, justifying a $2 trillion valuation requires about $1.2 trillion in year-10 revenue, implying $360 billion in after-tax operating income.

If regulation or slower adoption stretches maturity to 15 years, the requirement approaches $2 trillion. Even after hitting its 2028 target of $190 billion to $200 billion in revenue, Anthropic would need to grow around 25% a year for another eight years.

Market Dynamics

Damodaran pegs the entire current market for AI products and services at roughly $250 billion. If AI remains mainly a productivity tool, that market stays capped, because companies pay for it on top of wages.

The multitrillion-dollar opportunity appears only if AI replaces expensive workers across industries and countries. That shift would likely bring job losses, political resistance and regulation that could slow the very growth the valuation requires.

Polymarket traders think there is a 72% chance that Anthropic has the best AI model by the end of the year. OpenAI is in second with 9%. Remaining at the top is crucial if Anthropic is to generate the extraordinary revenue needed to justify a $2 trillion valuation.

Amazon’s Exposure

Amazon’s exposure could grow substantially. The company has invested $13 billion in Anthropic and agreed in April to invest up to another $20 billion if the AI startup reaches undisclosed commercial milestones, potentially bringing its total investment to $33 billion.

The expanded partnership also commits Anthropic to spend more than $100 billion on AWS technologies over the next decade and secure up to five gigawatts of capacity using Amazon’s Trainium chips.

Amazon recorded $53.4 billion in second-quarter non-operating pre-tax other income, primarily from its investments in Anthropic, nearly twice its $27.5 billion operating income.

What the Numbers Show

Amazon’s Q2 non-operating pre-tax other income of $53.4 billion was nearly twice its operating income of $27.5 billion. This indicates that Amazon’s reported profitability in the quarter was driven significantly by valuation gains from its investment in Anthropic rather than core operational performance.