// misuse intake, severity triage, manager coaching, compliance review, and evidence trail

$ report --ai_misuse="actionable"

AIducation gives enterprises a concrete reporting path for risky AI behavior: sensitive data exposure, unverified output, unauthorized automation, policy bypass, unsupported claims, and tool misuse.

[SUPPORT_REPORTING_API][GOVERNANCE_CENTER][CRITICAL_SIGNALS]

AI misuse reporting center

15
Role centers
60
Signals
30
Critical
60
Manager outputs
[+] AIducation for Support gets same-day misuse review during the first pilot.

// Triage_loop

Misuse reporting connects policy enforcement to coaching. Every signal becomes a route, owner, evidence packet, and remediation mission.

Capture

Collect the prompt, output, tool, workflow, data class, learner, and business exposure.

Classify

Separate coaching issues from verification failures, policy bypasses, and compliance events.

Route

Send issues to the manager, security, compliance, or admin owner based on severity.

Remediate

Assign a targeted mission and attach completion evidence to the manager report.

// Role_reporting_centers

Each role has expected misuse signals, severity routing, evidence requirements, coaching actions, and audit outputs.

View compliance review API filter
AIducation for Support

Support AI Misuse Reporting

4 signals
SLA: Same business day during pilot
criticalcompliance review

Support learner pastes sensitive data into an unapproved AI tool

hightriage required

Support learner forwards AI output without verification or source evidence

APIManager report
AIducation for Sales

Sales AI Misuse Reporting

4 signals
SLA: Two business days
criticalcompliance review

Sales learner pastes sensitive data into an unapproved AI tool

hightriage required

Sales learner forwards AI output without verification or source evidence

APIManager report
AIducation for Marketing

Marketing AI Misuse Reporting

4 signals
SLA: Two business days
criticalcompliance review

Marketing learner pastes sensitive data into an unapproved AI tool

hightriage required

Marketing learner forwards AI output without verification or source evidence

APIManager report
AIducation for HR

HR AI Misuse Reporting

4 signals
SLA: Two business days
criticalcompliance review

HR learner pastes sensitive data into an unapproved AI tool

hightriage required

HR learner forwards AI output without verification or source evidence

APIManager report
AIducation for Finance

Finance AI Misuse Reporting

4 signals
SLA: Two business days
criticalcompliance review

Finance learner pastes sensitive data into an unapproved AI tool

hightriage required

Finance learner forwards AI output without verification or source evidence

APIManager report
AIducation for Engineering

Engineering AI Misuse Reporting

4 signals
SLA: Two business days
criticalcompliance review

Engineering learner pastes sensitive data into an unapproved AI tool

hightriage required

Engineering learner forwards AI output without verification or source evidence

APIManager report
AIducation for Product Managers

Product AI Misuse Reporting

4 signals
SLA: Two business days
criticalcompliance review

Product learner pastes sensitive data into an unapproved AI tool

hightriage required

Product learner forwards AI output without verification or source evidence

APIManager report
AIducation for Executives

Executives AI Misuse Reporting

4 signals
SLA: Two business days
criticalcompliance review

Executives learner pastes sensitive data into an unapproved AI tool

hightriage required

Executives learner forwards AI output without verification or source evidence

APIManager report
AIducation for Operations

Operations AI Misuse Reporting

4 signals
SLA: Two business days
criticalcompliance review

Operations learner pastes sensitive data into an unapproved AI tool

hightriage required

Operations learner forwards AI output without verification or source evidence

APIManager report

// Evidence_packet

The reporting model preserves enough context for a manager, compliance owner, or admin to decide whether the issue is a coaching gap, policy violation, tool access problem, or audit event.

Review approved tool controls

Required fields

  • [+] Role and department
  • [+] AI tool and approval status
  • [+] Prompt and output
  • [+] Data class involved
  • [+] Workflow or scenario link
  • [+] Business impact and external exposure
  • [+] Manager or compliance owner

Escalation rules

  • [+] Critical reports notify compliance and security immediately.
  • [+] High-severity reports require manager review before the learner resumes the workflow.
  • [+] Repeated medium reports create a coaching action in the manager report.
  • [+] Reports involving restricted tools attach approved-tool catalog evidence.

Audit evidence

  • [+] Policy training completion
  • [+] Approved tool mission result
  • [+] Scenario attempt and rubric score
  • [+] Prompt and workflow artifact links
  • [+] Misuse reporting drill evidence