As generative AI scales across industries in 2025, managing attribution and licensing becomes a critical challenge. Discover 5 essential strategies to ensure compliance, mitigate IP risks, and drive responsible innovation in your organization.

By 2026, managing a diverse AI model stack is no longer a choice but a necessity. This guide offers in-depth strategies for enterprises to navigate the complexities of a heterogeneous AI ecosystem, from governance and integration to talent and technology.