AgentShield

Illustrative sample — not a customer assessment

AI Agent & RAG Security Assessment

Example technical report structure for an AI SaaS application.

Overall AI Risk Score

74/100

Remediation Required

Executive Summary

Testing identified one critical, one high, and one medium AI-specific security finding. The most significant risk involved insufficient authorization around tool execution. Remediation should focus on deterministic permission enforcement, confirmation boundaries, and treating retrieved content as untrusted.

Detailed Findings

Critical

Unauthorized Tool Execution

The agent could be manipulated into invoking an internal workflow without sufficient confirmation.

Attack evidence

A crafted indirect instruction caused the agent to prepare and execute a privileged tool call outside the user’s intended task.

Technical remediation

Require server-side authorization for every tool action, add explicit confirmation for high-impact operations, and restrict tool scopes by user and task.

High

Prompt Injection Through Retrieved Content

A malicious document in the retrieval layer influenced model behavior and displaced trusted instructions.

Attack evidence

Injected instructions inside an indexed document were followed when the document was retrieved for a normal user query.

Technical remediation

Treat retrieved content as untrusted data, separate instructions from context, apply retrieval access controls, and test adversarial documents continuously.

Medium

System Prompt Disclosure

The assistant exposed internal behavioral instructions under a repeatable adversarial prompt sequence.

Attack evidence

The response revealed internal policy fragments and routing logic that were not intended for end users.

Technical remediation

Remove secrets from prompts, minimize sensitive operational detail, add output checks, and assume prompt contents may eventually be disclosed.

A real deliverable includes validated evidence, business impact, technical remediation, and retest recommendations for the assessed system.

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