They may very well be the leader

by HumanRobot , Cybertron, Tuesday, June 02, 2026, 06:37 (7 days ago) @ Mark

What I struggle with is understanding how any of the frontier model companies become sustainably profitable businesses. Anthropic appears to have tremendous enterprise adoption and some of the strongest corporate relationships in the industry, but they're also operating in a market where compute consumption seems to rise as fast as demand. Reports around the IPO suggest revenue is growing explosively, but so are infrastructure commitments and capital requirements. They're reporting as "profitable" in Q1/Q2 of 2026 largely on "trust me bro" accounting principles and due to a massive computing discount from SpaceX that expires in Q3.

The question I keep coming back to is whether these companies eventually look like software businesses with software margins, or whether they end up looking more like utilities, cloud providers, or telecoms that require enormous ongoing capital investment.

If Anthropic can demonstrate a path to strong margins, the IPO could be a watershed moment. If not, then even being the market leader may not translate into the kind of economics investors are expecting.

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Freeman's got so much riz they need to call him Aura Parseghian