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From SaaS to Intelligence: Why Upstream Data Is the New Black Gold

Novi

Why Specialized AI Changes Everything for Energy The Stanford MLSys Seminar Series indicates that specialized AI models fine-tuned on proprietary data can significantly outperform general models by 30-50% in industry-specific tasks. The companies that dominated the petroleum age understood that control of oil reserves determined market power.