AgentShield – Predict AI agent risks and costs before execution

Summary: AgentShield predicts AI agent costs, scores risk, and estimates potential damage before execution. It provides a safety score, cost prediction, and blast radius based on permissions and history, enabling proactive risk management.

What it does

AgentShield calculates a 0-1000 risk score, estimates task costs before spending tokens, and assesses maximum damage potential from agent permissions. It also detects hallucinations and data leaks in real time and enforces approval gates for high-risk actions.

Who it's for

It is designed for developers and companies deploying AI agents who need to monitor and control agent behavior and costs proactively.

Why it matters

AgentShield prevents unexpected losses by predicting risks and costs before AI agents execute actions, unlike tools that only report damage after it occurs.