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AI Agent Implementation for a leading Free Zone and Government Entity in the UAE

Our Client

Our client is a leading government-backed business enabler in the Middle East, established to drive trade, investment, and enterprise development in the region. Since its inception in the early 2000s, the organization has played a pivotal role in shaping the economic landscape, contributing significantly to foreign direct investment inflows and GDP growth for its host city.

With a dynamic ecosystem that supports thousands of companies across diverse industries, the client offers advanced infrastructure, regulatory frameworks, and business support services that attract entrepreneurs, multinational corporations, and investors from around the world. Recognized globally for its business-friendly environment and innovation-led approach, they have earned multiple international awards and continue to lead digital transformation efforts across its jurisdiction.

Major Challenges

Before the implementation of the HR and self-service AI Agent, the client faced several operational inefficiencies and user experience challenges across core employee services:

  • Submitting expenses involved navigating multiple screens in the ERP system, attaching receipts manually, and understanding intricate expense types and policy codes, leading to frequent errors, delayed reimbursements, and low user adoption.
  • Employees had limited visibility into the status of their HR claims. The approval workflows were not streamlined, often requiring manual follow-ups with HR teams, which caused unnecessary delays and dissatisfaction.
  • Booking an absence required employees to search for the appropriate leave type, check balances manually, and follow a rigid submission process resulting in errors, incorrect submissions, and increased support queries.
  • Requests for declarations like employment letters or salary certificates had to be made via email or offline forms. This led to longer processing times, dependency on HR personnel, and lack of tracking or standardized formats.
  • Repetitive queries and requests flooded HR support channels daily, impacting their ability to focus on strategic initiatives and reducing overall productivity.
  • Employees were using multiple platforms (email, HRMS, intranet) for different services, causing confusion and a fragmented experience that lacked personalization or real-time support.

These challenges highlighted the need for a unified, intelligent interface that could simplify employee interactions, and improve overall service delivery paving the way for the HR AI Agent solution.

How Conneqtion’s AI Agent Solves Business Problems 

Conneqtion developed a conversational AI Agent that seamlessly integrates with the client’s existing HRMS and ERP systems, offering employees a unified self-service experience through a user-friendly AI Agent. This solution directly addressed the key operational challenges by simplifying access to everyday HR and finance functions.

  • One Click Expense Submission: The HR AI Agent eliminates the need for navigating complex ERP interfaces. Employees can simply upload receipts or type natural language inputs (example: “I want to claim a taxi expense”), and the bot extracts relevant details using document understanding and submits the claim instantly after validation, significantly reducing submission time and errors.
  • Streamlined HR Claims Management: Employees can raise, track, and follow up on HR claims directly within the AI Agent. The bot is integrated with backend approval workflows, providing real-time status updates and reducing manual HR intervention.
  • Simplified Absence Booking: With a conversational flow, employees can book leaves in seconds by typing “Book a casual leave for tomorrow.” The AI Agent checks leave balances, suggests leave types, and handles the submission making the process intuitive and error-free.
  • Instant Letter Requests: For declarations like employment letters, salary certificates, employees can simply request them via chat. The HR AI Agent asks necessary data, and routes it for approval, ensuring fast and consistent delivery.
  • Conneqtion’s HR AI Agent is embedded with business logic to validate inputs, check policy limits, and auto-correct mistakes, reducing rejection rates and ensuring compliance from the start.
  • It is contextually aware about the user’s personal and other details while doing these transactions.
  • Accessible via Microsoft Teams, Intranet Portals, etc, the AI Agent acts as a single touchpoint for multiple HR and finance services, reducing dependency on emails or manual systems and improving employee satisfaction through instant responses.

By transforming these frequently used services into intelligent, guided conversations, Conneqtion’s HR AI Agent solution significantly enhanced process efficiency, reduced operational load on HR teams, and delivered a modern, employee-centric digital experience.

Some Unique Features of the Solution 

  • One-Click Expense extraction via Document Upload.  
  • Integrated Absence Management with Leave Balance check.  
  • Employees can check the live status of their HR claims, eliminating the need for email follow-ups.
  • Natural Language Support for all actions. 
  • Custom approval workflow with delegation capabilities.  
  • The AI Agent is embedded within Microsoft Teams, making it instantly accessible.

Advantages

  • With fast, self-service access to critical HR and finance tasks, employees save time and avoid the hassle of navigating complex ERP systems.
  • Automation of repetitive tasks like expense validation, leave balance checks, and letter issuance frees up HR bandwidth for strategic initiatives.
  • Real-time validations and embedded business rules ensure higher accuracy.
  • Tasks that earlier took hours or days like getting a letter or submitting an expense are now completed within minutes via conversational flows.
  • Available 24/7 within Microsoft Teams, the AI Agent ensures employees always have access to accurate, up-to-date information and services.

Key Contributors to Success

  • Our team collaborated closely with HR, Finance, and IT stakeholders to quickly identify pain points across expense management, absence tracking, HR claims, and letter requests. This helped us design an AI Agent that directly aligned with user expectations and organizational workflows.
  • Every feature from one-click expense filing to automated letter generation was built with the end-user in mind.
  • Our dedicated Post-Go-Live support team addressed real-time feedback, enabling continuous improvements and ensuring long-term success.
  • Post-Go-Live, we monitored the adoption and transactions of the AI Agent through an interactive dashboard.
  • With deep domain experience in sectors like Human Capital Management and Financial Services, Conneqtion brought best practices and scalable architecture to the table ensuring the solution was both robust and future-ready.

Department:

Employee & Manager Self Service

Industry:

Government & Public Sector

Size:

1000+ Employees

ERP System:

Oracle Fusion

Oracle Products Utilized:

Oracle Generative AI 

Oracle Document Understanding 

Oracle Digital Assistant 

Oracle Kubernetes Engine 

Object Storage 

23AI Vector DB 

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