Companies looking to invest in AI should prioritize building solid data foundations, as high-quality data is crucial for effective algorithm learning. Starting with simple heuristics can help identify effective strategies before moving on to complex machine learning models. Clearly defining optimization metrics is essential to ensure the desired business outcomes are achieved.