Why You Need to Red Team Your Enterprise AI
Scale AI, Wednesday, September 16th, 2026
Scale AI argues enterprise AI systems require structured adversarial testing before and after deployment.
Scale AI makes the case that enterprise AI deployments need systematic red teaming rather than ad hoc safety review.
The post describes categories of failure that only surface under adversarial pressure, including prompt injection, data exfiltration through tool use and policy circumvention.
It distinguishes model-level evaluation from application-level red teaming, arguing that most real risk lives in the latter. Scale outlines how to structure a program and what evidence it should produce for risk and compliance stakeholders.