AI
organisations to think beyond one-off training and technical step-by-step guidance to offer a mix of education on the fundamentals of working with data and AI, alongside practical training to apply these principles effectively.
This approach fosters an internal culture of data and AI literacy where Gen AI is far more likely to be deployed by employees in a targeted manner rather than as a silver bullet solution for every problem. I also fully agree with the MIT study’ s emphasis on careful use case selection. Enterprises must align their strategies with the unique capabilities of LLMs, which differ fundamentally from traditional enterprise technologies. This includes breaking old habits shaped by working with“ code”-based solutions, where outputs are repeatable and consistent.
For example, we’ re accustomed to writing a formula that calculates the sum of revenue across all regions; once verified, we can rerun it each month with confidence that it will yield the same result. LLMs, however, behave differently. Verifying their initial output
78 April 2026