AI Startups Reprice the Automation of Expert Work

AfterQuery reportedly became Y Combinator's fastest-ever unicorn at a $3.2B valuation, up from a reported $300M Series A valuation only five months earlier. The jump reflects intense demand for applied AI labor, but revenue quality, data advantages, customer concentration, defensibility, and valuation durability remain unclear.