Demo contentIllustrative record — no real organizations, statistics or outcomes.
Learning
Instructor Assistant
A course-grounded assistant answers learner questions with citations to materials.
The problem
Facilitators spend significant time answering repetitive learner questions.
The opportunity
Less time on lookup. A person still owns anything that affects someone's job.
What the solution does
A course-grounded assistant answers learner questions with citations to materials.
How it works
Course content is indexed for RAG with escalation to instructors for edge cases.
Who uses it
- L&D teams
- Employees
- Managers
Data required
- Relevant HRIS / ATS records
- Role or policy context
- Access and consent rules
AI / technology patterns
- RAG
- LLM
Reported impact
No independently reported impact recorded for this item yet.
Impact categories
- Experience
- Efficiency
Limitations and risks
Stale data, inherited bias, and privacy rules. Name a human who is accountable for career-affecting answers.
What implementation requires
Start with one process. Agree how you will score it. Involve legal and HR before you scale. Track whether people use it, not only whether the model is accurate.
Updated 2026-08-09