The market is buzzing. Investors are estimating that AI startup Anthropic will go public in October at a valuation of $2 trillion, perhaps higher. That would surpass SpaceX and set the record for the largest initial public offering in history. Six investors revealed that with rapidly increasing revenue, Anthropic plans to list this fall, with a valuation expected to more than double from current levels. Early investors stand to gain billions. The demand for the company's advanced AI models and tools continues to surge, justifying such a high valuation expectation. According to investor calculations, based on the revenue metrics the company employs, the Claude model development company is expected to have an annual revenue between $100 billion and $120 billion by the end of 2026, with a revenue increase of over tenfold. One investor remarked, 'If Anthropic can achieve an annual growth rate of 800%, even with conservative estimates, its revenue-to-earnings ratio could reach 30 times, corresponding to a total market value of $3 trillion.'

Let me stop right there. I've audited protocols that promised 10,000% APY. I've seen the same projection mechanics. The code executes, not the promise. Anthropic is not a protocol. It's a centralized AI lab. But the valuation logic mirrors the same speculative frenzy that fueled the 2017 ICO mania and the 2021 DeFi summer. The market is pricing in a future that may never materialize. As a zero-knowledge researcher who has spent years dissecting smart contracts and tokenomics, I see a pattern: the market is applying crypto-style growth multiples to a company that lacks the transparency and verifiability of a decentralized network.
Context: The Protocol Mechanics of Anthropic's Valuation
Anthropic is a private company. Its revenue is not on-chain. Its model usage is not auditable by third parties. The $100–120 billion revenue projection by end of 2026 is based on a single metric: annualized revenue extrapolated from recent performance. One investor cited an 800% annual growth rate. That is a compound annual growth rate (CAGR) that would make any DeFi yield farmer blush. In crypto, we call this a 'ponzinomics' red flag. But in traditional finance, it's called 'growth potential.'
The valuation metric is a forward P/E ratio of 30x on projected 2026 earnings. That implies a $3 trillion market cap if revenue reaches $100 billion. To put that in perspective, Apple's current P/E is around 30x, but Apple has $385 billion in revenue. Anthropic is projecting to achieve one-third of Apple's revenue in three years, starting from a base of perhaps $1–2 billion today. That is a 50x revenue increase in three years. The only comparable event in crypto history was the 2021 NFT boom, where OpenSea's revenue went from $0 to $3 billion in 18 months. But OpenSea's revenue collapsed when the hype subsided. Anthropic's revenue is tied to enterprise AI adoption, which is also hype-driven.
Core Analysis: The Code-Level Disconnect
I audited a DeFi protocol in 2020 that claimed to have a 'revolutionary' yield model. The whitepaper showed a 500% APY. I ran the contract through static analysis. The math was sound—if new deposits kept flowing in at the same rate. The protocol was a victim of its own success. When deposit growth slowed, the APY dropped to 20%. The same dynamic applies to Anthropic. The 800% growth rate is a function of market demand, not a technological moat. The 'Claude model' is a large language model. It is not a decentralized protocol with immutable incentives. It is a subscription service that can be replicated by competitors. The code executes, not the promise. Anthropic's code is proprietary. We cannot verify the claim that 80% of enterprise customers are locked in. We cannot audit the model's inference costs. We cannot see the churn rate.
From my experience in protocol forensics during the 2017 ICO era, I learned that valuation is a function of verifiable on-chain activity, not projected revenue. I rejected 33% of smart contracts because they had hidden vulnerabilities. The same skepticism applies here. The investor's calculation of $3 trillion assumes that the 800% growth rate continues for three years. That is a geometric progression. In crypto, we call this a 'growth trap.' The protocol's token price crashes when the growth rate slows. Anthropic's stock will be no different. The market will reprice as soon as the quarterly earnings show a deceleration. The code executes, not the promise. There is no code here. There is only a press release.
Contrarian Angle: The Security Blind Spots in Centralized AI Valuation
Here is the counter-intuitive angle: the very factors that make Anthropic's valuation seem attractive—high growth, proprietary models, enterprise adoption—are the same factors that make it a high-risk investment. In decentralized networks, security is enforced by consensus. In centralized AI, security is enforced by NDAs and legal contracts. The risk is not technical; it is regulatory and competitive. The SEC could classify Anthropic's models as a security. A competitor could release a better model. The cost of inference could drop 90% due to hardware improvements. The market is pricing in a monopoly that does not exist.
In 2022, I coordinated an emergency migration for a DeFi protocol that had a similar 'moat' story. The protocol had a unique liquidity pool design. The team claimed it was 'uncopyable.' Within three months, a fork appeared with lower fees. The original protocol lost 80% of its TVL. The code executes, not the promise. Anthropic's moat is its model architecture and training data. But models can be replicated. Data can be scraped. The cost of training a GPT-4-class model has dropped from $100 million to $10 million in two years. The market is ignoring this trend. The blind spot is the assumption that Anthropic's growth is sustainable. Every crypto protocol that made that assumption has been corrected by the market.
Takeaway: The Vulnerability Forecast
Anthropic's IPO will be a landmark event. But it will also be a stress test for the market's ability to price non-verifiable assets. If the stock opens at $2 trillion, it will create a bubble that will eventually burst. The question is not whether the valuation is justified. The question is how long the market can sustain the illusion of infinite growth. Based on my audit experience, the answer is: until the next quarterly report. The code executes, not the promise. Anthropic's code is not public. Its revenue is not on-chain. Its growth is not verified. The market is buying a promise. I have seen this movie before. The ending is always the same. Audit first, invest later. Zero knowledge, infinite accountability. The market will learn this lesson again in October.
And if you think I'm being cynical, consider this: In 2025, I reviewed a ZK-rollup project that claimed to have 15% less overhead than advertised. The team admitted the error. They revised the timeline. The market corrected the token price by 30%. The same correction will happen to Anthropic's stock when the first earnings report misses expectations. The market always finds the truth. The only question is how much money is lost before the truth is discovered. The code executes, not the promise. Anthropic's valuation is a promise. The code is not here yet.