Companies must build their own AI expertise and learning loops rather than simply purchasing external models to remain independent and competitive in the long term.
AI projects frequently fail due to lack of strategy and governance; they succeed only when systematically integrated into business objectives and with active employee involvement.
AI outputs are economically valuable only when humans assess their correctness and relevance to the business context, rather than adopting them blindly.
