How the Anthropic IPO could test the AI trade

Sep 01, 2026

Wall Street is getting nervous about AI spending, and Anthropic's upcoming IPO filing is shaping up as the moment investors finally see whether these companies make money — a risk for anyone holding AI stocks.

  • Wells Fargo has turned cautious on stocks, partly because Anthropic's IPO paperwork will force real numbers into the open.
  • Barclays estimates that once training costs are counted, both Anthropic and OpenAI are losing money despite fat-looking gross margins.
  • The trick is where training costs get filed: pushing them into "research and development" instead of cost of sales makes profits look far better and earns tax credits.
  • Selling AI through business software interfaces is the profitable part, but cheap Chinese and open-source models are about to make those tokens close to a commodity.
  • The honest bet on Anthropic is as a software company — Claude Code and similar tools — not as a model factory, since models and compute both get commoditized.

Outlook: Expect the IPO filing to become the market's stress test for the whole AI buildout, with margins likely squeezed hard once the chip and memory shortage eases.

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