DeepSeek at $74bn: a tenfold revenue jump that still annualises to about $121m

The only line in these numbers that beats anybody is the API margin. DeepSeek reports 82.9% on API access against 44.6% blended ^[6][5], which means whatever sits outside the API drags the company down by more than 38 points ^[14], and nothing disclosed says what that is. The Information attributes the margin to models that need fewer chips to stay competitive ^[9], and the price list is consistent with that: V4 Pro charges $0.87 per million output tokens, roughly a seventh of what Grok 4.6 charges, according to Cryptopolitan's earlier reporting ^[23].

Cheap inference cuts both ways. Apply the blended 44.6% to 475 million yuan of revenue and gross profit for the seven months is about 212 million yuan; to reach a 715 million yuan net loss, roughly 927 million yuan of cost has to sit below that line ^[12]. There is no revenue line here big enough to absorb it. OpenAI's first quarter alone, $5.7 billion at a 39% gross margin ^[7], is about 81 times DeepSeek's seven-month total, and Anthropic's $11.5 billion second quarter about 163 times it ^[13]. DeepSeek is selling the better unit economics and the much smaller business.

That business is being asked to absorb a 50 billion yuan round for the second time this year. June's round put in 50 billion yuan, about $7 billion, at a valuation above $50 billion ^[20]. The same nominal ticket at roughly $74 billion buys about 9.5% of the company rather than about 14% ^[24], which is the part of the story a revenue multiple does not capture: the price moved much faster than the operating history. The expected buyers, per the reporting, include returning backers Monolith, Shixiang Capital and CATL, first-time investors CPE, Legend Capital and Stony Creek Capital, and funds tied to GigaDevice and Hefei state investment vehicles ^[22]. State-linked money on the register is one reason a valuation can reprice that quickly without a public market involved.

One intervening detail matters for a company said to be picking banks for a Star Market listing: the second round was paused by founder Liang Wenfeng over leaked meeting comments ^[20]. A Nasdaq-style board in Shanghai ^[21] replaces the problem of controlling what leaks with the obligation to publish on a schedule, in an audited form, with segment detail. That is the real test of the disruptor-to-listed-company move, and it has not been taken yet: DeepSeek has not publicly confirmed the IPO talks ^[21], and the $74 billion currently rests on $70.7 million of reported revenue ^[1] and an implied 2025 base of around 47.5 million yuan ^[15].