Ground
Check that generated scenarios, rubrics, prompts, and courses trace back to real source material.
// source grounding, privacy, rubric alignment, tenant visibility, publish gates
$ review --studio="before_publish"
AIducation Studio can generate training quickly, but company content needs a review queue before it reaches learners. This workflow keeps drafts grounded, private, rubric-aligned, owner-approved, tenant-scoped, and audit-ready.
Review queue model
15
Role queues
105
Queue items
8
Gates
30
Needs changes
[!] Drafts fail closed: unresolved gates stay unpublished and cannot count as readiness evidence.
// Review_loop
Review is the operating layer between AI-generated content and enterprise-ready academies.
Protect
Remove sensitive data, keep tenant visibility tight, and block learner-facing drafts until review passes.
Approve
Route policy, rubric, role-fit, and publish decisions to the right owner.
Publish
Move approved content into academies, assessments, governance libraries, reports, and exports.
// Role_review_queues
Each role queue inherits Studio builder outputs, content lifecycle controls, visibility defaults, publish targets, and audit evidence.
AIducation for Support
Support Content Review Queue
7
items
5
stages
org-only
default
- Support Scenario builder draft review
- Support Rubric builder needs changes
- Support Course builder approved
- Support Policy-to-training generator draft review
AIducation for Sales
Sales Content Review Queue
7
items
5
stages
draft
default
- Sales Scenario builder draft review
- Sales Rubric builder needs changes
- Sales Course builder approved
- Sales Policy-to-training generator draft review
AIducation for Marketing
Marketing Content Review Queue
7
items
5
stages
draft
default
- Marketing Scenario builder draft review
- Marketing Rubric builder needs changes
- Marketing Course builder approved
- Marketing Policy-to-training generator draft review
AIducation for HR
HR Content Review Queue
7
items
5
stages
draft
default
- HR Scenario builder draft review
- HR Rubric builder needs changes
- HR Course builder approved
- HR Policy-to-training generator draft review
AIducation for Finance
Finance Content Review Queue
7
items
5
stages
draft
default
- Finance Scenario builder draft review
- Finance Rubric builder needs changes
- Finance Course builder approved
- Finance Policy-to-training generator draft review
AIducation for Engineering
Engineering Content Review Queue
7
items
5
stages
draft
default
- Engineering Scenario builder draft review
- Engineering Rubric builder needs changes
- Engineering Course builder approved
- Engineering Policy-to-training generator draft review
AIducation for Product Managers
Product Content Review Queue
7
items
5
stages
draft
default
- Product Scenario builder draft review
- Product Rubric builder needs changes
- Product Course builder approved
- Product Policy-to-training generator draft review
AIducation for Executives
Executives Content Review Queue
7
items
5
stages
draft
default
- Executives Scenario builder draft review
- Executives Rubric builder needs changes
- Executives Course builder approved
- Executives Policy-to-training generator draft review
AIducation for Operations
Operations Content Review Queue
7
items
5
stages
draft
default
- Operations Scenario builder draft review
- Operations Rubric builder needs changes
- Operations Course builder approved
- Operations Policy-to-training generator draft review
// Audit_ready_publish
Publishing is not just a status change. Each approval records the owner, evidence, visibility, target surfaces, and export trail.
Audit evidence
Non-platform admins cannot publish public content; draft content does not become learner-facing evidence.
Audit evidence
Reviewer identity and owner role
Audit evidence
Source reference and generated object list
Audit evidence
Gate decisions and required changes