●founderThe governance gap analysis identifies where regulatory friction is likely to emerge first, relevant for product roadmap and compliance planning.
●investorNew economic value estimates and labor market data provide the most comprehensive public dataset for sizing AI's macro impact — useful for market sizing and sector allocation.
●policyThe explicit finding that safety and reasoning benchmarks are becoming unreliable is a direct signal for governance frameworks that depend on evaluation-based compliance thresholds.