AI Privileged Access Audit Playbook

An internal audit found that a financial services firm has 847 privileged accounts across its on-premises and cloud environments. A sample review showed that 23% of privileged accounts belong to employees who changed roles or left the company. The firm is preparing for SOX compliance review.

When to use this playbook

• Use this playbook when the decision looks like the situation above: An internal audit found that a financial services firm has 847 privileged accounts across its on-premises and cloud environments.
• It is a fit when you have source files in hand and need a structured, reviewable analysis — not a generic chat answer about "Privileged Access Audit".
• Do not use it as a substitute for licensed, legal, clinical, or authorized official judgment in the domain.

What you'll need

• Privileged account inventory (847 accounts: AD, cloud IAM, database, network devices)
• HR active employee roster with current role and department
• Role-to-access mapping (what access each role should have)
• Access certification results (last completed 14 months ago)
• SOX ITGC requirements for access control

Attachments: Documents (Documents)

You are a cybersecurity analyst conducting a privileged access audit for SOX compliance at a financial services firm. I am attaching:

Work only from the attached source files. If a conclusion is not supported, say so.

Produce:
1. Identify all privileged accounts belonging to terminated employees and the date of last activity for each—calculate total exposure window.
2. Flag active employees whose current role does not justify their current privileged access level (role change without access de-provisioning).
3. Identify shared or generic privileged accounts (accounts not tied to a named individual) and assess the audit trail gap they create for SOX.
4. Calculate the percentage of privileged accounts that are orphaned, over-provisioned, or shared and compare to SOX ITGC control objectives.
5. Tell me the remediation priority and what the external auditor will find if access is not cleaned up before the SOX review.

Call out where independent models are likely to disagree, and list follow-up documents a reviewer should request.

What to expect

• Terminated employee account inventory with exposure windows
• Over-provisioned active employee account list
• Shared account audit trail risk assessment
• SOX ITGC gap quantification
• Remediation priority and external auditor risk preview

Review before you act

• Validate this output against source files before relying on it: Identify all privileged accounts belonging to terminated employees and the date of last activity for each—calculate total exposure window.
• Validate this output against source files before relying on it: Flag active employees whose current role does not justify their current privileged access level (role change without access de-provisioning).
• Validate this output against source files before relying on it: Identify shared or generic privileged accounts (accounts not tied to a named individual) and assess the audit trail gap they create for SOX.
• Validate this output against source files before relying on it: Calculate the percentage of privileged accounts that are orphaned, over-provisioned, or shared and compare to SOX ITGC control objectives.
• Confirm every cited figure, date, counterparty, or requirement against the attached originals — models compress and can drop a qualifier.
• Treat disagreement between models as a review item, especially on classification, materiality, and recommended next action.
• Do not authorize an operational, clinical, legal, credit, or enforcement action solely because the models agree.