Data Strategy

Understanding data exhaust, context constraints, and how proprietary data forms the only durable moat in the AI era.

The Real AI Moat Isn't Your Model. It's Your Data Exhaust.

AI models are commoditizing. Durable advantage lives in data exhaust: interaction data, expert corrections, evaluation sets, workflow logic. The real AI moat.

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Context Is the Constraint: Why What You Feed the Model Matters More Than the Model

A capable model with poor context is a confident liar. The Context Hierarchy shows why context engineering beats model selection for AI output quality.

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Data Strategy

The Real AI Moat Isn't Your Model. It's Your Data Exhaust.

Context Is the Constraint: Why What You Feed the Model Matters More Than the Model

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