The Hedge | Brutal Honesty Over Hype Since 2008
The most important thing to understand about California’s business environment is that it is genuinely excellent for one specific category of company, and genuinely burdensome for almost every other category. The error most entrepreneurs make is assuming that because California is home to the world’s most valuable technology companies, it must be the right environment for their company — regardless of what their company actually does.
What AI and Technology Companies Get Right
The artificial intelligence revolution has concentrated in California in ways that are not coincidental and not easily replicated elsewhere. The research talent — the PhD-level scientists who understand transformer architectures, who trained on the foundational research at Stanford, Berkeley, Caltech, and the research divisions of Google, Meta, and OpenAI — is genuinely concentrated in the Bay Area in ways that don’t yet exist at equivalent density anywhere else. The informal network of AI researchers, engineers, and founders who talk to each other at conferences, at dinner, in coffee shops in the Mission — this network produces the knowledge transfer, the talent matching, and the early investment relationships that make the Bay Area AI ecosystem uniquely productive.
Technology companies that need this specific talent density, this research culture, and the institutional venture capital that funds high-risk AI development are making a rational economic choice to be in California. The cost premium is real, but it’s offset by access to what only California currently provides at scale: the talent, the research culture, the investor base, and the peer network of ambitious companies working on similar problems.
What Everyone Else Gets Wrong
The error is generalizing from technology companies’ rational California choice to all businesses. A restaurant owner who decides to open in San Francisco because “that’s where the successful tech companies are” has made a category error. A regional services company that incorporates in California because “serious businesses are incorporated here” has paid $800 per year for a premise that doesn’t hold. A manufacturing company that locates in Los Angeles because the founders grew up there has accepted a cost structure that its Texas-based competitors don’t carry.
The Silicon Valley success story is real, but it applies to a specific type of company competing for a specific type of capital in a specific type of market. Applying it to businesses that don’t share those specific characteristics is how California entrepreneurs end up paying $500,000 to $1 million more per decade than they need to for their specific business operations.
The Honest Framework
Ask three questions. First: does my business model require the specific talent, capital, or regulatory environment that California uniquely provides? Second: have I actually modeled the five-year California cost premium versus the best available alternative, in real numbers? Third: if the answer to both the first and second questions honestly supports California, am I operating California as efficiently as possible — right entity structure, right tax planning, right insurance coverage, right compliance infrastructure? If the answer to the first question is no, the second and third questions are largely irrelevant. Get out and stop paying a premium for advantages you’re not accessing. If the answer to the first question is yes, answer two and three carefully and then execute. California is worth it for the right company. It is expensive for every company. Know which situation you’re actually in.
The Hedge has been cutting through financial and business noise since 2008. Brutal honesty over hype — always.
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