Moving from use cases to enterprise-wide AI is more than a technology challenge. It requires anchoring on value, feedback and innovation. In brief Three key steps can help organizations scale their enterprise-wide AI efforts. Successful adoption of AI in oil and gas requires leader buy-in, culture change and constant feedback. Strategic collaborations, especially given the