MUDRA KNIGHT
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Pipeline Audit Simulator

Simulate an AI pipeline audit in 2 minutes. Rate your organization across 4 dimensions and get a governance risk score with tailored recommendations. All calculations run in your browser — zero API calls.

Rate your organization across 4 dimensions

How regulated is your industry? Higher regulation means more compliance exposure.

UnregulatedHeavily Regulated (BFSI/Healthcare)

How many AI systems are in production? More systems = more governance surface area.

ExperimentingProduction at Scale

How many people touch AI systems? More people = more shadow AI risk.

1-10 engineers500+ engineers

Where does your AI output go? Customer-facing systems have higher risk.

Internal tools onlyCustomer-facing + Public APIs

Your estimated governance risk level

50/100

Moderate Risk — Foundation Gaps

Recommended next steps:

1Start with an AI Readiness Assessment to benchmark your current posture
2Identify your top 3 AI pipelines by risk exposure and inference volume
3Run a Burn Diagnosis (IEA) to quantify current inference spend
4Implement basic monitoring — at minimum, log all LLM API calls
5Consider Governance Triage (ZTA) for rapid classification

This is a simulated audit — the real thing goes deeper

Our actual Illegibility Audit spans 4 diagnostic areas (Data Provenance, Legacy Constraints, Workflow Reality, Incentive Alignment) over 1-2 weeks of embedded work. This simulator gives you a directional score based on industry patterns.

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