Insights
Category: Data & AI Readiness
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Why I built the Two Wings AI Framework
Enterprises are investing heavily in AI, yet relatively little of it reaches production. The published evidence is consistent on this point: a 2025 MIT study of more than 300 enterprise AI deployments found that roughly 95% of generative-AI pilots delivered no measurable…
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Why trustworthy AI needs governed data
Every enterprise AI conversation I join eventually arrives at the same place: the model is the easy part. You can rent a capable model this week. What decides whether it earns trust — and survives contact with production — is the data…