Demo contentIllustrative record — no real organizations, statistics or outcomes.
Talent acquisition
Candidate Rediscovery
Semantic search resurfaces qualified prior candidates whose profiles match a new requisition.
The problem
Strong past applicants sit dormant in the ATS while recruiters source externally for similar roles.
The opportunity
Less time on lookup. A person still owns anything that affects someone's job.
What the solution does
Semantic search resurfaces qualified prior candidates whose profiles match a new requisition.
How it works
Embeddings index historical applications and resumes; a new job description triggers ranked rediscovery lists with match rationale.
Who uses it
- Recruiters
- Sourcing teams
- TA leaders
Data required
- Relevant HRIS / ATS records
- Role or policy context
- Access and consent rules
AI / technology patterns
- Embeddings
- Semantic search
- Recommendation
Reported impact
No independently reported impact recorded for this item yet.
Impact categories
- Efficiency
- Cost
- Quality
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