Majority of AI Unicorn Startups Have Published Zero Research

More than half of AI unicorns — privately held startups valued above $1 billion — have never published a paper or preprint, Science reported on July 29, 2026. The finding covers the field's most highly valued participants and quantifies a pattern of minimal public scientific output across the commercial AI boom, despite the field's open-science traditions.