15
Roles
Support, sales, marketing, HR, finance, engineering, product, and other role academies.
// roles, workflows, skill atoms, tools, and industries
$ graph --ai_skills="workforce"
AIducation is built on a reusable skill graph. Roles connect to workflows, workflows train skill atoms, tools support practice, and industries define the real context where AI readiness matters.
One graph behind every academy
15
Roles
60
Workflows
60
Skill atoms
525
Edges
[+] Support remains the first wedge, but the graph spans the full workforce.
// Graph_nodes
The graph keeps the platform from becoming a set of disconnected courses. Every training experience maps back to reusable nodes.
60
Workflows
The real workplace tasks each role needs to perform with AI safely and effectively.
60
Skill atoms
The smallest trainable AI behaviors that rubrics can grade and credentials can prove.
15
Tools
ChatGPT, Claude, Gemini, Copilot, Cursor, Excel AI, automation tools, and role systems.
43
Industries
Contexts where the same role skills apply, from SaaS and finance to education and public sector.
// Role_graph_summaries
Each role academy connects workflows, skill atoms, tools, industries, simulations, courses, credentials, and manager reports.
AIducation for Support
Support
4
workflows
4
skills
4
tools
Customer experienceSaaSContact centers
AIducation for Sales
Sales
4
workflows
4
skills
4
tools
RevenueB2B SaaSCustomer growth
AIducation for Marketing
Marketing
4
workflows
4
skills
4
tools
GrowthContentBrand
AIducation for HR
HR
4
workflows
4
skills
4
tools
People operationsRecruitingLearning and development
AIducation for Finance
Finance
4
workflows
4
skills
4
tools
FinanceFP&AAccounting
AIducation for Engineering
Engineering
4
workflows
4
skills
4
tools
SoftwarePlatform engineeringSecurity
AIducation for Product Managers
Product
4
workflows
4
skills
4
tools
Product managementResearchDesign
AIducation for Executives
Executives
4
workflows
4
skills
4
tools
LeadershipTransformationGovernance
AIducation for Operations
Operations
4
workflows
4
skills
4
tools
Business operationsProcess excellenceService delivery
Edge model
The graph explains how readiness transfers.
Skill atoms are reusable, but they are not generic. The graph records the role, workflow, tool, and industry context that makes each skill trainable and measurable.
role_contains_workflow
A role academy owns workplace workflows.
workflow_trains_skill
A workflow teaches one or more skill atoms.
role_uses_tool
A role uses a recommended AI tool stack.
tool_supports_workflow
A tool is practiced through role-specific workflows.
role_applies_to_industry
A role academy maps to industry contexts.
Tool coverage
ChatGPTClaudeGeminiCopilotMidjourneyPerplexityZapierMaken8nCursorExcel AI
Industry coverage
The current graph maps 43 industry contexts across role academies, so training can adapt to SaaS, education, finance, public sector, healthcare administration, legal, operations, and owner-led businesses.
Use the graph to route training
Start with a baseline assessment, map the learner to a role academy, and use the skill graph to explain what they practice next.