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Neo labs need $4 billion in revenue
Who the neo labs are
Neo labs are the new AI labs started by researchers who left the big ones, and there are at least 75 of them. Roughly two-thirds will end up worth nothing or get bought out for parts in an acqui-hire.
The revenue math
Markets have turned P&L driven, so building a model and celebrating it no longer carries a lab. It needs a sustainable business model and hyper growth in revenue, or it cannot raise its next round. Some labs are raising multi-billion dollar rounds on the strength of the names involved, with no revenue behind them.
The math starts from a revenue multiple of 25x to 30x. A lab that cannot reach the target sees everyone hemorrhage out of the business, and its talent goes with them.
The investor view
Investors also see a floor. A team out of a great lab could be acquired for a billion dollars, so a couple hundred million dollars in looks close to risk-free, with a multi-hundred billion dollar company as the upside. The next round, with no revenue behind it, is the harder one.
Why do investors expect 10x returns?
Venture returns follow a power law: a small number of investments produce most of a fund's gains, while many return little or nothing. Funds therefore look for outcomes many times the size of the check, since the winners have to cover the losses. This is why a company can be a good business and still be a poor fit for a venture investor. Roughly two-thirds of neo labs ending in nothing or a sale for parts fits the same pattern.
How does an acqui-hire work?
In an acqui-hire, a buyer pays mostly for a team rather than for a product or its customers. The buyer typically hires the staff, and the startup's investors are repaid from the price. In 2024, Microsoft struck a deal with Inflection AI that brought in its cofounder Mustafa Suleyman and much of its team. Google made a similar arrangement with Character.AI that year, hiring its cofounders and licensing its technology.
Why does a revenue multiple shrink over time?
A revenue multiple is a company's valuation divided by its yearly revenue, and investors pay high multiples for fast growth. When growth slows, the multiple usually falls even if revenue keeps rising. Many public software stocks fell sharply in 2022 as interest rates rose and growth expectations came down. Companies valued at very high multiples therefore need revenue to catch up with the price.
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