Startups like Opaque Systems, Hidden Layer, Credo AI, and Zendata are addressing security threats to AI models.
AI models trained on massive datasets can pose security and privacy risks, particularly for companies in regulated industries like finance and healthcare.
These startups offer solutions such as confidential computing platforms, AI governance, data leakage prevention, and continuous monitoring of AI systems.
Adversarial attacks and prompt injections are among the growing concerns being addressed through AI red-teaming and continuous evaluation.