Whether a shadow system must be decommissioned this quarter from shadow-IT
August 31, 2026 · SmartSolo
Situation
In a university licensing an AI proctoring vendor, shadow-IT chatbot connected to customer PII is the evidence after a customer complaint that a chatbot invented a refund policy. EU AI Act implementation manager has to pick Policy or governance breach or Model defect for this AI Governance Inventory and Regulatory Fit close using shadow-IT chatbot connected to customer PII.
Decision
EU AI Act implementation manager in a university licensing an AI proctoring vendor must choose Policy or governance breach / Model defect / Dual failure / Hold for the missing fact using shadow-IT chatbot connected to customer PII after a customer complaint that a chatbot invented a refund policy.
Hypotheses to test
- The population in shadow-IT chatbot connected to customer PII is the one a customer complaint that a chatbot invented a refund policy named, so Policy or governance breach follows for this Inventory and Regulatory Fit file.
- The population in shadow-IT chatbot connected to customer PII is adjacent only to a customer complaint that a chatbot invented a refund policy; Model defect is the honest AI Governance call.
- A university licensing an AI proctoring vendor already contained a customer complaint that a chatbot invented a refund policy before shadow-IT chatbot connected to customer PII arrived; no new Inventory and Regulatory Fit path.
- Provenance on shadow-IT chatbot connected to customer PII after a customer complaint that a chatbot invented a refund policy is broken; do not pick Policy or governance breach or Model defect yet.
Analysis required
- Walk the model input/output path recorded in shadow-IT chatbot connected to customer PII and mark each hop approved, shadow, or unlogged.
- Verify data provenance and the human-oversight gate EU AI Act implementation manager can actually point to.
- Walk the model input/output path recorded in shadow-IT chatbot connected to customer PII and mark each hop approved, shadow, or unlogged.
- For this AI Governance Inventory and Regulatory Fit file, read shadow-IT chatbot connected to customer PII against a customer complaint that a chatbot invented a refund policy and write the one fact that would move a shadow system must for EU AI Act implementation manager.
Recommendation
Explore more
More AI Governance prompts
- Assess whether an agent may take actions without a human gate (6e9ee4)
- Chief AI officer must resolve whether the vendor can be used in a regulated
- Vendor-diligence reviewer for AI tools must resolve whether explainability
- Whether the vendor can be used in a regulated process from board literacy
- Assess whether deprecation of a legacy scorecard creates a governance gap
Explore related decision areas
See governed multi-model AI on your own prompt
Compare GPT-5, Claude, and Gemini side by side, with human review and a decision record built in.

