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Applied AI·September 14, 2026·1 min read

Closing the gap between AI investment and impact: the rise of Open Data Infrastructure

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The bottleneck on AI ROI is shifting from models to whether your data is actually accessible, labeled, and governed for reuse — “open data infrastructure” is just the new name for getting your pipes and contracts in order. If your AI budget is outpacing your data engineering and stewardship spend, you’re prepaying for disappointment.

Applied AI

In its first statement on AI, China's Ministry of State Security warns AI poses risks to the nation's political and social security, including cyber defenses

China’s state security framing AI as a political, social, and cyber risk — not just an economic asset — signals that national security controls will increasingly shape how and where AI can be built and deployed. Multinationals with China exposure should assume new compliance, data localization, and model access constraints are coming, and design architectures that can tolerate divergent regimes.