AI and ML Model Security and Vulnerability Protection

AIShield, founded in 2022, is a cybersecurity startup arm of Bosch Global Software Technologies specializing in securing AI/ML systems throughout their lifecycle, from development and model supply chain to runtime generative AI deployments.

Its flagship modules include AISpectra for automated vulnerability scanning and red teaming of models/LLMs, and Guardian/GenAI Guardrails for runtime protection against

prompt injection, IP/PII leakage and jailbreaks. The company claims enterprise-grade controls, cross-model support, integration into DevSecOps pipelines and alignment with global frameworks (OWASP Top 10 for LLM/ML, NIST AI RMF, MITRE ATLAS).