// baseline before training, exit proof after training

$ assess --ai_readiness="by_role"

Start every learner and team with a role-aware AI readiness assessment. AIducation identifies practical AI skill gaps, routes people into the right academy, and creates evidence leaders can use before scaling AI at work.

Readiness routing engine

One baseline assessment across 15 role academies

15
Role academies
6
Assessment dimensions
11
Tool missions
Support
First wedge
[+] Support remains the first paid pilot. The assessment model is platform-wide from day one.

// Assessment_dimensions

The baseline checks behavior that matters in real work: role fit, workflow maturity, verification, safety, tool fluency, and manager-visible evidence.

View public assessment API

Role fit

Pick the learner's function, workflows, tools, maturity level, and first useful AI use cases.

Workflow maturity

See whether AI is used as a one-off helper, repeatable assistant, or governed workflow system.

Verification discipline

Check facts, calculations, sources, citations, policy claims, and handoff quality before live use.

Policy and data safety

Measure privacy behavior, approved-tool awareness, escalation judgment, and data handling.

Tool fluency

Route learners into missions for ChatGPT, Claude, Gemini, Copilot, Cursor, Excel AI, and automation tools.

Manager evidence

Produce readiness scores, skill gaps, coaching priorities, certificates, and org-level reporting.

// Role_picker

Choose a role to see the academy, simulations, skill atoms, tool missions, and readiness signals the baseline assessment should route toward.

AIducation for Support

Support

first wedge

Support, CX, QA, and support operations teams

[workflow] Billing escalations and refunds
[skill] Verify before promising a refund
[signal] Policy-safety score by agent
AIducation for Sales

Sales

Sales, revenue, SDR, AE, and customer growth teams

[workflow] Prospect research and account briefs
[skill] Ground outreach in credible research
[signal] Personalization quality score
AIducation for Marketing

Marketing

Marketing, content, growth, lifecycle, brand, and creative teams

[workflow] Product launch copy
[skill] Turn features into customer benefits
[signal] Brand fit score
AIducation for HR

HR

HR, people operations, recruiting, L&D, and managers

[workflow] Policy drafting and explanation
[skill] Avoid bias in AI-assisted HR work
[signal] Bias-risk flags
AIducation for Finance

Finance

Finance, FP&A, accounting, revenue, and operations teams

[workflow] Expense review and policy checks
[skill] Check calculations before sending
[signal] Calculation accuracy
AIducation for Engineering

Engineering

Engineering, platform, security, QA, and developer productivity teams

[workflow] AI-assisted code review
[skill] Verify AI suggestions against code paths
[signal] Verification discipline
AIducation for Product Managers

Product

Product managers, product ops, research, and design partners

[workflow] PRD review and requirement tightening
[skill] Turn vague AI output into testable requirements
[signal] Requirement quality
AIducation for Executives

Executives

Executives, transformation leaders, CIOs, COOs, and business unit leaders

[workflow] AI strategy and governance
[skill] Separate AI hype from operational value
[signal] Org readiness map
AIducation for Operations

Operations

Operations, process excellence, business ops, and service delivery teams

[workflow] SOP generation and review
[skill] Turn messy process notes into usable SOPs
[signal] Automation readiness
AIducation for Students

Students

Students, independent learners, and early-career professionals

[workflow] Research planning and source checking
[skill] Cite sources instead of copying AI output
[signal] AI literacy score
AIducation for Teachers

Teachers

Teachers, instructional coaches, curriculum teams, and school leaders

[workflow] Lesson planning
[skill] Adapt AI output to learning objectives
[signal] Lesson quality
AIducation for Government

Government

Public-sector teams, procurement leaders, citizen service teams, and administrators

[workflow] Citizen service response
[skill] Use AI without exposing sensitive data
[signal] Responsible-use readiness
AIducation for Healthcare Admin

Healthcare Admin

Healthcare administrators, patient communication teams, and compliance operations

[workflow] Patient communication
[skill] Protect patient information
[signal] Privacy discipline
AIducation for Legal Teams

Legal

Legal, procurement, compliance, contracts, and risk teams

[workflow] Contract risk review
[skill] Verify legal citations
[signal] Citation verification
AIducation for Small Businesses

Small Business

Owners, operators, local teams, and growing small businesses

[workflow] Local marketing and content
[skill] Use AI for practical work, not novelty
[signal] Workflow adoption

// From_baseline_to_proof

The assessment is not a survey that disappears into a dashboard. It becomes the learner's plan, simulation queue, rubric baseline, exit comparison, and manager-readable evidence trail.

ChatGPTClaudeGeminiCopilotMidjourneyPerplexityZapierMaken8nCursorExcel AI
[01]

Baseline assessment

Start before training with role, maturity, workflow, policy, and tool-readiness checks.

[02]

Personalized learning plan

Map gaps to skill atoms, rubric contracts, daily missions, and role academy modules.

[03]

Scenario simulations

Practice realistic workplace tasks and get graded against role-specific rubrics.

[04]

Exit proof

Compare before/after readiness and export evidence for managers, certificates, and audits.

Learner evidence package

  • [+] Baseline AI readiness score
  • [+] Skill atom gap map
  • [+] Recommended role academy
  • [+] Daily AI practice missions
  • [+] Tool-specific simulation queue
  • [+] Exit assessment benchmark
  • [+] Certificate evidence trail

Platform primitives behind it

Skill Atom

The smallest trainable AI capability, such as verifying before promising a refund or citing a source before summarizing research.

Scenario

A realistic workplace situation that lets a learner practice a role-specific AI workflow before using it on live work.

Rubric Contract

A versioned scoring standard that defines how accuracy, safety, clarity, judgment, and evidence are graded.

Mission

A guided practice loop that combines scenarios, tool use, feedback, and repeatable proof of improvement.

Learning Path

A sequence of missions mapped to a role, team, maturity level, and approved AI tool catalog.

Assessment

A baseline or exit evaluation that measures readiness, routes coaching, and gates credential evidence.

Credential

A badge, certificate, readiness score, or evidence trail that proves what someone can safely do with AI.

Manager Report

A team-level coaching artifact that turns learner attempts, results, credentials, and weak dimensions into next actions.

Org Readiness Dashboard

A company-level AI capability, policy, risk, workflow improvement, credential coverage, and ROI map.

Route every worker into the right AI academy

Start with the baseline, train through role simulations, then use exit evidence to prove who is ready and where each team still needs coaching.