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Demo contentIllustrative record — no real organizations, statistics or outcomes.

Internal mobility

Internal Talent Marketplace

A unified marketplace surfaces opportunities with personalized recommendations.

ProductionEvidence: Weak

The problem

Fragmented systems hide mentors, projects, and roles from employees seeking growth.

The opportunity

Less time on lookup. A person still owns anything that affects someone's job.

What the solution does

A unified marketplace surfaces opportunities with personalized recommendations.

How it works

Skills graphs and preference signals rank roles, gigs, and mentoring matches in one portal.

Who uses it

  • Employees
  • Career coaches
  • Talent marketplace owners

Data required

  • Relevant HRIS / ATS records
  • Role or policy context
  • Access and consent rules

AI / technology patterns

  • Recommendation
  • Semantic search
  • Agents

Reported impact

No independently reported impact recorded for this item yet.

Impact categories

  • Experience
  • Productivity

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