Foundation Model Valuations Near $1 Trillion But History Says Infrastructure Builders Rarely Win
Foundation model labs are chasing $1T valuations. History suggests they won't keep the money.

Why it matters
As Anthropic and OpenAI approach trillion-dollar valuations, a structural economic question emerges: will foundation model companies follow the fate of past infrastructure winners (optical networking, database engines) that captured massive TAM but saw margins and defensibility collapse to commoditization? The article flags a critical risk for investors betting on foundation lab valuations without application-layer moats.
The key facts
5 to knowAnthropic and OpenAI racing toward $1T valuations
Foundation model funding absorbs 14% of global venture capital
Comparison to optical networking giants as cautionary tale
Risk: infrastructure builders historically fail to maintain margins vs. application-layer winners
Question of lock-in and defensibility at foundation model layer
Go to the source
Forbes Innovationforbes.com
Publisher excerpt: Anthropic and OpenAI are racing toward trillion-dollar valuations as foundation model funding absorbs 14% of global venture capital. The question is whether foundation labs have built enough application-layer lock-in to avoid the structural fate of the optical networking giants they most resemble.
