// department benchmark reports, peer comparison, gaps, manager actions, and exports

$ report --benchmark="departments"

AIducation packages readiness benchmarks into department reports: score gaps, coverage gaps, peer comparison, dimension evidence, adoption risks, ROI signals, manager actions, and export payloads.

Department report model

15
Reports
72
Avg score
9
Needs attention
58
Benchmark gaps
[+] AIducation for Support stays the first wedge, while every department gets the same report schema.

// Benchmark_report_loop

Reports convert benchmark models into manager-readable decisions about coaching, governance, and expansion.

Compare

Place each department against target score, coverage targets, and cross-role peer averages.

Diagnose

Expose score gaps, dimension gaps, adoption risks, and weak evidence.

Coach

Turn benchmark misses into manager actions, missions, and credential review steps.

Export

Send benchmark reports to dashboards, PDFs, CSV, LMS, HRIS, and data warehouse feeds.

// Department_reports

Each report combines readiness movement, coverage, peer averages, dimension gaps, manager actions, ROI signals, and export options.

View high-risk department filter
AIducation for Support

Support Department AI Benchmark Report

on track
74/78
96%
p56

Support is above the cross-role readiness average.

Baseline coverage-7
Exit lift-3
Verification discipline+1
AIducation for Sales

Sales Department AI Benchmark Report

needs attention
71/76
80%
p49

Sales trails the cross-role readiness average and needs focused coaching.

Baseline coverage-8
Exit lift-4
Verification discipline+0
AIducation for Marketing

Marketing Department AI Benchmark Report

needs attention
67/72
84%
p39

Marketing trails the cross-role readiness average and needs focused coaching.

Baseline coverage-11
Exit lift-7
Verification discipline-3
AIducation for HR

HR Department AI Benchmark Report

needs attention
77/82
88%
p71

HR is above the cross-role readiness average.

Baseline coverage-11
Exit lift-7
Verification discipline-3
AIducation for Finance

Finance Department AI Benchmark Report

needs attention
73/82
92%
p53

Finance is above the cross-role readiness average.

Baseline coverage-15
Exit lift-11
Verification discipline-7
AIducation for Engineering

Engineering Department AI Benchmark Report

on track
72/76
76%
p52

Engineering is above the cross-role readiness average.

Baseline coverage-7
Exit lift-3
Verification discipline+1
AIducation for Product Managers

Product Department AI Benchmark Report

on track
72/76
80%
p54

Product is above the cross-role readiness average.

Baseline coverage-7
Exit lift-3
Verification discipline+1
AIducation for Executives

Executives Department AI Benchmark Report

on track
78/82
84%
p74

Executives is above the cross-role readiness average.

Baseline coverage-10
Exit lift-6
Verification discipline-2
AIducation for Operations

Operations Department AI Benchmark Report

needs attention
68/76
88%
p38

Operations trails the cross-role readiness average and needs focused coaching.

Baseline coverage-14
Exit lift-10
Verification discipline-6

// Exportable_report

Department benchmark reports are built for executive review, manager coaching, LMS and HRIS evidence, and enterprise analytics.

Send department benchmarks to exports

Benchmark gaps

  • [+] Close 4 readiness score points to target
  • [+] Agents promise refunds, escalations, or account actions without policy evidence
  • [+] Customer replies lose empathy after AI drafting

Manager actions

  • [+] Assign the Support baseline assessment before comparing readiness.
  • [+] Assign targeted daily missions and review the failed skill atom evidence.
  • [+] Pause live AI workflow expansion and require manager review before next credential step.
  • [+] Mark credential eligible, export evidence, and keep weekly mission monitoring active.
  • [+] Reach 85% baseline coverage before comparing Support teams
  • [+] Coach learners below the 78 readiness target on failed skill atoms

ROI signals

  • [+] Support time saved on Billing escalations and refunds
  • [+] Reduction in rework from unverifiable AI output
  • [+] Higher completion rate for approved AI workflow playbooks
  • [+] Faster manager coaching cycles from benchmarked evidence

Export formats

  • [+] dashboard: Org readiness dashboard
  • [+] csv: Enterprise reports API
  • [+] pdf: Executive review
  • [+] lms: Learning management system
  • [+] warehouse: Data warehouse