How to use service mesh to improve AI model security

244 · Red Hat · June 16, 2025, 7:36 a.m.
Summary
This blog post explores how introducing a service mesh in AI model deployments enhances security, reliability, and observability. It discusses the foundational role a service mesh plays in managing service communication, improving model validation via advanced deployment strategies, and ensuring compliance, especially when using sensitive data in regulated environments. Case studies illustrate practical applications of service meshes for AI in production, such as traffic mirroring for safe deployment and intelligent throttling to prevent system overloads.