Strategic readiness
The business problem, executive ownership, decision rights, and value-realization measures should be explicit.
AI Readiness Assessment
AI readiness means knowing whether strategy, data, architecture, governance, people, and change capacity are in place before major investment.
Data and technical readiness
Data quality and ownership, architecture, infrastructure, model evaluation, MLOps, and LLMOps should be proportionate to the use-case risk.
Governance and people readiness
Security, privacy, responsible AI, skills, and process design determine whether a pilot can become an organizational outcome.
Move from intuition to evidence
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