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For governments

Understand how work is changing.

A view of how people work with AI, by sector and region, built only from aggregated, privacy-preserving evidence. In development: we are looking for public partners to shape it.

Workforce capability map

Sample

AI adoption by sector

  • Finance64%+12
  • Healthcare41%+9
  • Public sector36%+7
  • Education48%+11
  • Logistics29%+5

Skills gaps

  • Agent tooling
  • Data literacy
  • AI governance

Workforce intelligence.

Trends and gaps, never individual records.

  • Future of work

    How the work itself is changing as AI takes on part of it.

  • Human-AI adoption

    Where and how fast people work with AI, by sector.

  • Emerging capabilities

    The capabilities that are growing before they have a job title.

  • Skills gaps

    Where demand runs ahead of demonstrated capability.

Built for public use.

Aggregates only, by sector and region.

  • Regional and sector insight

    The same picture for a region or a sector.

  • Labour-market intelligence

    Evidence to plan education, retraining and policy on.

  • Privacy-preserving aggregates

    Only aggregates leave the platform; no individual passport is shown.

Shape it with us.

We are looking for public partners for the first version.