Executive Summary
The fastest AI companies reached $100 million revenue faster than any SaaS company in history while spending less on sales and marketing. Top performers grew 693% year-over-year in 2025, generating up to $1 million in revenue per employee versus the $400,000 SaaS benchmark. This isn't efficiency optimization—it's demand so strong companies can barely keep up. Every GPU deployed gets maxed out immediately, creating what a16z calls "no dark GPUs" versus the historical "dark fiber" problem. The supply constraint is real: hyperscalers are committing $5 trillion in cumulative capex through 2030, requiring $1 trillion in AI revenue by decade-end for 10% returns. Oracle exemplifies the risk-reward dynamic, going cash flow negative for years while credit default swaps widened 200bp in three months. Meanwhile, pre-AI companies face an adapt-or-die moment. One portfolio CEO described the new decision framework: "Can I do this with electricity or blood?" Coding productivity gains of 10-20x are forcing complete organizational restructuring within 12 months. The market has pulled forward $24 trillion in market cap, but Goldman estimates $35 trillion total value creation from AI, leaving $11 trillion upside if the thesis holds. Unlike dot-com, this capex cycle is financed by historically profitable companies with strong cash flows, though debt is entering the equation. The investment horizon extends beyond 2030 as product cycles typically run 10-15 years.
Key Insights
what David George said“For the best AI companies, they're running at $500,000 to $1 million per FTE. And the rule of thumb for previous software businesses in the SaaS era was like $400,000 in the last generation.”
what David George said“There is no dark GPU there are no dark GPUs there was a dark fiber you had to lay fiber and then you know laid their dark and it wasn't used if you put a GPU in the system in a data center it gets fully utilized immediately”
what David George said“He said he thinks it's going somewhere between 10 and 20x faster than progress that they have before. And the bills that they have associated with that is actually they're high enough that it will cause him to rethink what his entire organization will look like.”
This is a preview. Log in to see the full analysis including investment opportunities, risks, catalysts, and detailed insights.