Most small and mid-sized businesses attempt to adopt machine learning tools before establishing clean data pipelines or documented workflows. Running a practical readiness diagnostic helps leadership pinpoint operational gaps, talent constraints, and data hygiene issues before committing capital to software they cannot support. Kamyar Shah outlines an operational framework for evaluating organizational maturity and technical capability at bit.ly/ai-readin…

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