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Admin console

Program controls & automations

Automate recommendations, manage the catalog, and enforce compliance rules across the City of Brampton workforce.

Recommendation policy

Select algorithms, weighting rules, and departmental guardrails.

Configure

Mandatory training

Set role-based assignments, due dates, and auto-escalations.

Manage

Integrations

Connect HRIS, SSO, content feeds, and reporting destinations.

View

Reference architecture

API (Next.js route handlers)

  • - /api/recommendations
  • - /api/skills
  • - /api/progress

Data sources

  • - HRIS (roles, org, completion)
  • - Content providers (LL content, vendor feeds)
  • - Internal courses (in-house workshops)

AI layer

  • - Embedding-based retrieval + hybrid rules
  • - Re-rank by role, goals, due dates, compliance