Demo contentIllustrative record — no real organizations, statistics or outcomes.
Skills
Skills Graph Construction
A skills graph links people, roles, learning content, and projects by shared skills.
The problem
Disconnected HR data prevents a unified view of organizational capability.
The opportunity
Less time on lookup. A person still owns anything that affects someone's job.
What the solution does
A skills graph links people, roles, learning content, and projects by shared skills.
How it works
Embeddings and entity extraction build navigable relationships for search and planning.
Who uses it
- Employees
- Talent teams
- Learning teams
Data required
- Relevant HRIS / ATS records
- Role or policy context
- Access and consent rules
AI / technology patterns
- Embeddings
- Semantic search
- Automation
Reported impact
No independently reported impact recorded for this item yet.
Impact categories
- Decision support
- 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