The synthetic safety net: why AI startups are turning to data they built themselves
Startups Magazine 11
AI startups are shifting from scraping internet data to building synthetic datasets as legal settlements and court rulings make training on unlicensed content increasingly costly. Anthropic paid $1.5 billion in a settlement, GARTNER expects synthetic data to outgrow real data in AI development by 2030, and the EU AI Act transparency requirements take full effect in August 2026. Companies with legally defensible, proprietary data pipelines now have a structural competitive advantage that others cannot easily replicate.