Graph
Start with roles, workflows, skill atoms, tools, and industries from the platform skill graph.
// workforce skill coverage, readiness gaps, role capability map
$ map --org_ai_skills="workforce"
AIducation turns the skill graph into a workforce skills map. Leaders can see which roles have enough AI capability coverage, which skill atoms are risky, and where training should route next.
Org skills map
15
Profiles
82
Avg score
60
Skill atoms
60
Coverage gaps
[+] AIducation for Support is mapped as the first wedge, with all roles on the same capability model.
// Skills_map_loop
The skills map connects platform primitives to leadership decisions: who needs practice, what is risky, and where proof is strong enough to scale.
Score
Overlay readiness status, benchmark risk, adoption severity, and coverage breadth.
Gap
Identify weak skill atoms, failure modes, missing manager visibility, and risky workflows.
Route
Send gaps into missions, coaching, policy training, Studio content, or credentials.
// Role_capability_coverage
Each role map combines skill atoms, workflows, tools, industry context, adoption risk, readiness status, coverage gaps, and manager actions.
AIducation for Support
Support AI Skills Map
4 atoms
4 flows
86 score
Verify before promising a refund
75% pass target with required support-safety, support-verification dimensions
Ask for missing account evidence
75% pass target with required support-safety, support-verification dimensions
Escalate when policy authority is unclear
75% pass target with required support-safety, support-verification dimensions
AIducation for Sales
Sales AI Skills Map
4 atoms
4 flows
86 score
Ground outreach in credible research
75% pass target with required sales-safety, sales-verification dimensions
Translate features into buyer pain
75% pass target with required sales-safety, sales-verification dimensions
Keep AI copy concise and human
75% pass target with required sales-safety, sales-verification dimensions
AIducation for Marketing
Marketing AI Skills Map
4 atoms
4 flows
96 score
Turn features into customer benefits
75% pass target with required marketing-safety, marketing-verification dimensions
Preserve brand voice in AI output
75% pass target with required marketing-safety, marketing-verification dimensions
Diagnose weak AI copy
75% pass target with required marketing-safety, marketing-verification dimensions
AIducation for HR
HR AI Skills Map
4 atoms
4 flows
70 score
Avoid bias in AI-assisted HR work
75% pass target with required hr-safety, hr-verification dimensions
Protect sensitive employee data
75% pass target with required hr-safety, hr-verification dimensions
Make policy language clear and fair
75% pass target with required hr-safety, hr-verification dimensions
AIducation for Finance
Finance AI Skills Map
4 atoms
4 flows
70 score
Check calculations before sending
75% pass target with required finance-safety, finance-verification dimensions
Separate variance signal from noise
75% pass target with required finance-safety, finance-verification dimensions
Flag policy concerns diplomatically
75% pass target with required finance-safety, finance-verification dimensions
AIducation for Engineering
Engineering AI Skills Map
4 atoms
4 flows
86 score
Verify AI suggestions against code paths
75% pass target with required engineering-safety, engineering-verification dimensions
Identify behavioral risks in generated code
75% pass target with required engineering-safety, engineering-verification dimensions
Ask coding agents bounded questions
75% pass target with required engineering-safety, engineering-verification dimensions
AIducation for Product Managers
Product AI Skills Map
4 atoms
4 flows
86 score
Turn vague AI output into testable requirements
75% pass target with required product-safety, product-verification dimensions
Preserve nuance in research synthesis
75% pass target with required product-safety, product-verification dimensions
Add metrics and guardrails
75% pass target with required product-safety, product-verification dimensions
AIducation for Executives
Executives AI Skills Map
4 atoms
4 flows
70 score
Separate AI hype from operational value
75% pass target with required executives-safety, executives-verification dimensions
Identify adoption risk by department
75% pass target with required executives-safety, executives-verification dimensions
Set governance without blocking useful work
75% pass target with required executives-safety, executives-verification dimensions
AIducation for Operations
Operations AI Skills Map
4 atoms
4 flows
86 score
Turn messy process notes into usable SOPs
75% pass target with required operations-safety, operations-verification dimensions
Spot automation risk before launch
75% pass target with required operations-safety, operations-verification dimensions
Verify operational metrics
75% pass target with required operations-safety, operations-verification dimensions
// Support_skill_packet
Support stays the first vertical, but the same skills-map model shows how the platform expands into every department.
Compare adoption riskCapability clusters
- [+] AI workflow execution: watch
- [+] Verification and policy safety: strong
- [+] Tool fluency: strong
- [+] Manager visibility: strong
Coverage gaps
- [+] Agents promise refunds, escalations, or account actions without policy evidence
- [+] Customer replies lose empathy after AI drafting
- [+] Learners use AI output without a verification step
- [+] Managers cannot see which skills are ready for live work
Manager actions
- [+] Reach 85% baseline coverage before comparing Support teams
- [+] Coach learners below the 78 readiness target on failed skill atoms
- [+] Assign daily missions for the weakest workflow dimension
- [+] Export manager report after exit assessment and credential review
Executive uses
- [+] See whether support has enough AI skill coverage to scale.
- [+] Prioritize training budget by role, skill atom, workflow, and risk severity.
- [+] Compare workforce capability coverage against adoption risk and ROI confidence.
- [+] Route gaps into daily missions, manager coaching, policy training, or Studio content generation.