Writing
The thinking
behind the practice.
Perspectives on data governance, AI readiness, and the economics and assurance of enterprise AI.
Sami Tayara · Essay · June 2026
Why I built the Two Wings AI Framework
Two failure modes recur in enterprise AI, and they look like opposites: careful, compliant initiatives aimed at work that was never worth automating, and capable demonstrations running on data nobody owns or can trace. Both come from governing AI on a single dimension: value alone, or trust alone. The Two Wings AI Framework governs both together, built up from two foundations (AI-Worthy Processes and AI-Ready Data), so that only work that holds up on both wings moves toward production.
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Sami Tayara · Practitioner article · Based on my academic research
The Two Wings AI Framework: A Practical Guide
An accessible guide for practitioners, derived from the TWAF research paper. Apply value, trust, and the AI Decision Gate to AI investment and deployment decisions.
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Sami Tayara · Practitioner article · Based on my academic research
The AI-Ready Data Diagnostic (ARDD)
An accessible introduction for practitioners, derived from the ARDD research paper. Explore the data foundation, contextual dimensions, and maturity verdict for enterprise AI.
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