Measure
Collect baseline, exit, mission, scenario, workflow, and credential evidence by learner and team.
// baseline, exit, failure modes, coaching priorities, and exports
$ report --manager="ai_readiness"
AIducation manager reports translate readiness evidence into action: who is ready, who needs coaching, which failure modes repeat, what evidence supports credentials, and whether a team can safely expand AI workflows.
Manager report model
15
Reports
5
Sections
6
Learner fields
5
Exports
[+] AIducation for Support is the first report-ready wedge, while every role gets a report model.
// Manager_report_loop
Reports are useful only when they convert readiness evidence into coaching, credential, rollout, and governance decisions.
Diagnose
Surface failed skill atoms, repeated failure modes, risky workflows, and coverage gaps.
Coach
Turn readiness data into assigned missions, review actions, approvals, or escalation decisions.
Export
Send manager reports to dashboards, CSV, PDFs, LMS, HRIS, and enterprise reporting APIs.
// Role_report_catalog
Each role report defines the section model, learner row schema, coaching rules, team rollups, and export payloads.
AIducation for Support
Support Manager Coaching Report
78
target
85%
baseline
5
exports
needs_coachingmedium risk
- [+] Run baseline: Learner has no baseline score or no role simulation attempt.
- [+] Coach failed dimensions: Learner is below 78 readiness or has failed rubric dimensions.
- [+] Review high-risk behavior: Privacy, policy, security, hallucination, or authority failure mode appears.
AIducation for Sales
Sales Manager Coaching Report
76
target
85%
baseline
5
exports
needs_coachingmedium risk
- [+] Run baseline: Learner has no baseline score or no role simulation attempt.
- [+] Coach failed dimensions: Learner is below 76 readiness or has failed rubric dimensions.
- [+] Review high-risk behavior: Privacy, policy, security, hallucination, or authority failure mode appears.
AIducation for Marketing
Marketing Manager Coaching Report
72
target
78%
baseline
5
exports
ready_to_scalelow risk
- [+] Run baseline: Learner has no baseline score or no role simulation attempt.
- [+] Coach failed dimensions: Learner is below 72 readiness or has failed rubric dimensions.
- [+] Review high-risk behavior: Privacy, policy, security, hallucination, or authority failure mode appears.
AIducation for HR
HR Manager Coaching Report
82
target
90%
baseline
5
exports
high_riskhigh risk
- [+] Run baseline: Learner has no baseline score or no role simulation attempt.
- [+] Coach failed dimensions: Learner is below 82 readiness or has failed rubric dimensions.
- [+] Review high-risk behavior: Privacy, policy, security, hallucination, or authority failure mode appears.
AIducation for Finance
Finance Manager Coaching Report
82
target
90%
baseline
5
exports
high_riskhigh risk
- [+] Run baseline: Learner has no baseline score or no role simulation attempt.
- [+] Coach failed dimensions: Learner is below 82 readiness or has failed rubric dimensions.
- [+] Review high-risk behavior: Privacy, policy, security, hallucination, or authority failure mode appears.
AIducation for Engineering
Engineering Manager Coaching Report
76
target
85%
baseline
5
exports
needs_coachingmedium risk
- [+] Run baseline: Learner has no baseline score or no role simulation attempt.
- [+] Coach failed dimensions: Learner is below 76 readiness or has failed rubric dimensions.
- [+] Review high-risk behavior: Privacy, policy, security, hallucination, or authority failure mode appears.
AIducation for Product Managers
Product Manager Coaching Report
76
target
85%
baseline
5
exports
needs_coachingmedium risk
- [+] Run baseline: Learner has no baseline score or no role simulation attempt.
- [+] Coach failed dimensions: Learner is below 76 readiness or has failed rubric dimensions.
- [+] Review high-risk behavior: Privacy, policy, security, hallucination, or authority failure mode appears.
AIducation for Executives
Executives Manager Coaching Report
82
target
90%
baseline
5
exports
high_riskhigh risk
- [+] Run baseline: Learner has no baseline score or no role simulation attempt.
- [+] Coach failed dimensions: Learner is below 82 readiness or has failed rubric dimensions.
- [+] Review high-risk behavior: Privacy, policy, security, hallucination, or authority failure mode appears.
AIducation for Operations
Operations Manager Coaching Report
76
target
85%
baseline
5
exports
needs_coachingmedium risk
- [+] Run baseline: Learner has no baseline score or no role simulation attempt.
- [+] Coach failed dimensions: Learner is below 76 readiness or has failed rubric dimensions.
- [+] Review high-risk behavior: Privacy, policy, security, hallucination, or authority failure mode appears.
// Support_report_contract
The first wedge report shows how the broader manager-report primitive works: coverage, before/after score, risk diagnosis, workflow evidence, and exportable next actions.
Inspect authenticated enterprise export routeAudiences
frontline_manager, department_leader, executive, compliance
Sections
Coverage and completion, Before and after readiness, Skill gaps and failure modes, Workflow evidence, Manager actions
Exports
dashboard to Manager dashboard, csv to Enterprise reports API, pdf to Executive or department review, lms to Learning management system, hris to HRIS or workforce analytics
Risk control
Pause live AI workflow expansion and require manager review before next credential step.