Building AI and Machine Learning Technologies: Data Licensing Tips and Traps

AI is becoming both an accelerant and a distraction for cybersecurity. In many respects, AI is acting as a stress test for existing security operations by exposing how difficult many organizations still find it to enforce basic controls consistently at scale.

Artificial intelligence is rapidly embedding itself into legal workflows, but much of the conversation treats all use cases as if they carry the same level of risk, even if they do not. The more useful question is not whether AI works, but where it can be safely applied and where it cannot.

AI-savvy lawyering is already something that clients are starting to demand. The technology is capable; the challenge now is cultural and organizational change.

There is a difference between deploying AI in an existing workflow and rethinking how legal work gets done. The organizations seeing more fundamental change are the ones redesigning their operating model around what the technology makes possible.