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Accelerating Onboarding with AI-Powered RAG

The client, a leading provider of data analytics and AI solutions with an annual revenue of $200M, specializes in empowering businesses with actionable insights.

Challenges

  • New hires struggled to navigate vast repositories of company resources and documentation.

Manual onboarding processes consumed significant HR and managerial time.

  • Difficulty in delivering precise answers to employee-specific onboarding queries.
  • Traditional methods could not efficiently support rapid workforce expansion.

Implementation

  • Leveraged pre-trained LLMs hosted on Azure OpenAI Service for natural language understanding and response generation.
  • Built a retrieval layer using Azure Cognitive Search to access relevant onboarding materials from company knowledge bases and documentation.
  • Enabled the system to deliver personalized responses by incorporating employee-specific data from Microsoft Dynamics 365.
  • Ensured compliance and data security through Azure AD and role-based access controls.
  • Developed an intuitive onboarding assistant accessible via Microsoft Teams, integrated with Power Apps for smooth interaction.

Results

  • Reduced onboarding query resolution time by 40%, enabling faster acclimatization for new hires.
  • Achieved a 20% reduction in HR and IT support costs by automating repetitive tasks.
  • Enhanced new hire satisfaction scores by 30% due to a personalized and responsive onboarding experience.
  • Enabled seamless onboarding of 500+ employees per month, accommodating rapid organizational growth.

Tech Stack