Demo contentIllustrative record — no real organizations, statistics or outcomes.
Candidate experience
Candidate FAQ Chatbot
A grounded chatbot answers recruiting FAQs with citations to official policy pages.
The problem
Candidates have common questions about process, benefits, and timelines outside business hours.
The opportunity
Less time on lookup. A person still owns anything that affects someone's job.
What the solution does
A grounded chatbot answers recruiting FAQs with citations to official policy pages.
How it works
Approved career content is indexed for RAG; the bot escalates unknown questions to recruiters.
Who uses it
- Candidates
- Recruiters
- TA operations
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