Know where you stand against the market
Organizations cannot tell if their workforce skills are competitive. Are your engineers above or below market? Which skills are you strong or weak in relative to competitors?
AI that benchmarks your internal skill capabilities against market data, competitor profiles, and industry standards to reveal competitive advantages and blind spots.
2.4M skill nodes and 18.7M relationships mapping people, jobs, and skills across your organization.
Vector-based semantic search finds the right people through meaning, not keywords.
14 specialized tools for matching, predicting, and acting on workforce data.
Connects people to roles, learning, and mentors based on skills and goals.
Policy enforcement, approval workflows, and audit trails for every AI action.
Measurable Impact
Anonymized, aggregated skill data from 700+ enterprises across 112 countries. It shows how your workforce skill distribution compares to industry peers, market leaders, and competitors in your talent market.
Yes. You can benchmark your engineering org against the market, compare your data science team to industry peers, or see how your leadership skills stack up against organizations of similar size.
If your organization lags the market in AI/ML skills by 25%, that quantifies the investment needed. If you lead in customer analytics, that reveals a competitive advantage worth protecting.
All data is aggregated at statistical levels – no individual employee or company data is ever identifiable. The benchmarks represent patterns across populations, not specific organizations.
Yes. Track how your workforce skills evolve quarter over quarter against the market. See whether your upskilling investments are closing the gap or whether the market is moving faster than your development programs.
AI-powered benchmarking that shows exactly where your workforce leads and where it lags.