Real-time, on-device AI safety middleware that intercepts prompts and responses for continuous compliance auditing.

Market Catalyst & News Trigger

"Hugging Face warns embedded AI evaluators are not easy solutions"

The Workflow Friction

Enterprises lack reliable, automated methods to verify LLM safety and regulatory compliance in production environments.

Problem Summary

Real-world problem signal validation.

One-Shot MVP Builder Blueprint (48 Hours)

API gateway plugin that logs all LLM interactions, runs lightweight heuristic safety checks, and exports audit logs.

Recommended Developer Tech Stack

• Rust
• gRPC
• Prometheus