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Poor software quality already costs the U.S. economy $2.41 trillion per year, according to a 2022 study by the Consortium for Information & Software Quality. That number was calculated before AI began writing a quarter or more of new code at leading companies. Chris Lattner, the creator of LLVM and Clang, put it bluntly: AI amplifies both good and bad structure. Bad code at AI speed becomes “incomprehensible nightmares.” As AI generates an increasing share of the world’s critical infrastructure (financial systems, medical devices, defense, transportation), unverified code becomes a systemic risk, not just a quality problem.
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Recent rounds employing this scheme include Aaru’s Series A. The synthetic-customer research startup raised a round led by Redpoint, which invested a large portion of its check at a $450 million valuation, The Wall Street Journal reported. Redpoint then invested a smaller portion at a $1 billion valuation, and other VCs joined at that same $1 billion price point, according to our reporting. TechCrunch was the first to report Aaru’s financing, including its multi-tiered valuation.