Guardrail operations
Practical safety auditing for prompt, endpoint, and RAG systems.
Guardrail Auditor is a no-cost demo environment for exercising high-risk prompt flows, preserving execution evidence, and reviewing results in a repeatable audit pipeline.
Execution modes
3
Prompt-only, endpoint, and retrieval-grounded flows
Evidence depth
10+
Structured fields captured per result, including metadata and spans
Demo posture
$0
No paid model integrations required to understand the workflow
Latest demo run
Enterprise Assistant
Target execution
Run prompts against deterministic demo targets or generic HTTP endpoints without adding provider spend.
Evidence capture
Persist raw request and response data, normalized output, latency, provider identity, and execution status.
Heuristic scoring
Evaluate refusal strength, leakage risk, role bypass, and unsupported RAG claims with explicit verdict logic.
How it works
A repeatable audit path, not just a scorecard
Define a target and configuration snapshot
Select categories and assemble the active suite
Execute each test case through the pipeline
Score outputs and persist structured evidence
Export the run for review, triage, and iteration
Implementation focus
Built to demonstrate depth without cloud spend
The current demo preserves run versions, target snapshots, execution metadata, evidence spans, and remediation suggestions. That gives the product a credible backbone before any paid provider adapters are introduced.
The next step is straightforward: swap the simulated executor for real provider adapters with spend controls, while keeping the same scoring and reporting layers.