AI Training-Data and Enterprise-Agent Infrastructure Draw Major Capital

Snorkel AI reportedly raised $350M at a $3.5B valuation with approximately $375M in annualized revenue as demand shifts from labeling software toward completed datasets and data-as-a-service. Ema's $77M raise for multi-agent enterprise orchestration adds evidence that buyers are funding workflow-level agent platforms, though revenue, margin, and adoption figures remain company-reported.