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Optimizing

Business Travel Budget Management in

Grab Business Portal

Digital Empowerment Hackjakarta Submission by Rival Team

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Background

Fraud in business travel spending costs U.S. businesses over $2.8 billion annually, with common types of fraud including personal expense claims, fictitious expense claims, multiple claims, and inflated expenses.

is a comprehensive platform designed to streamline corporate transportation, meal management, and more. It provides tools for managing employee expenses, setting spending policies, and gaining insights into company-wide expenditure.

Personal Expense Claims

Fictitious Expense Claims

Multiple and Inefficient Claims

Inflated Expense

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Challenge Statement

Lack of visibility, automation, and monitoring on business travel budget planning, enable employees to commit fraudulent practices.

Fraud or Misuse Expense

Weak Policies / Monitoring System

Manual Process

Lack of Oversight/ Automation

Misuse or submit false claim by employees

Weak policies and monitoring system create a gap for fraud activity

Company relies on manual review and planning process. So the company give too much flexibility to employe on budget expense planning

Why

Why

Why

The company has not implemented an automated system that can increase the visibility, and enhance accuracy, as well as efficiency on budget planning.

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And now..

Imagine there are >8.000 Companies in Indonesia facing the same challenge..

How much does this fraudulent practices impact the company's costs?

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Hypotheses

By giving more visibility and ability to finance team to plan and distribute the budget to the employees, it can give more efficient budget planning and distribution, as well as reduce misuse of expense.

More control from the Company >>

​

Less Control by Employee >>

​

Less Fraudulent Activities

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Solution

AI Agent for Business Travel Budget Planner in Grab Business Portal-Corporate Account that will help Company (Finance Team) manage Business Travel Plan, Optimize Budget more efficiently, and Distribute itinerary to employees automatically.

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Potential Impact

By enabling our budget planner it can offers various benefit for both Grab and Companies.

Reduce fraud case

Increase cost efficiency

Increase user retention

Increase user acquisition

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Roadmap

PoC (current)

Improve Model Quality

Make more seamless user experience

AI Agent business travel planning focused for individual employee

  • Improve accuracy
  • Add more guardrail to reduce hallucination
  • RAG, Finetunning Model

Once the AI Agent can have good performance on the PoC, we will focus on improving user experience (more engaging UI/UX etc, including integration to Hotel/Travel Aggregator

Expand capability for group of employee (bulk) submission

Enable employee to submit in bulk, and get personalized planning for each member

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Demo

Grab Business Portal - Admin

The itinerary will be sent to Grab Business Account -

Employee

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Demo

Grab Business Portal - Admin

The itinerary will be sent to Grab Business Account -

Employee

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Tech Stack

Interactive interface to deploy developed models, without requiring much effort in terms of front-end.

A framework for building APIs in Python. Very fast and efficient

Vector database for semantic search and vector-based data management. Can understand user questions based on semantic meaning and search for relevant answers even if the wording is different.

Using Ollama 7B

Provides cloud-based computing resources that are affordable and easy to access.

Build, test, and deploy beautiful mobile, web, desktop, and embedded apps from a single codebase.

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Rival Team

Revaldi

AI Engineer and Backend Engineer

Arif

PM & FE

Titan

PM & Prompt Engineer

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Thank You

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Project Details

Project Description:

Fraud in business travel spending costs U.S. businesses over $2.8 billion annually, with common types of fraud including personal expense claims, fictitious expense claims, multiple claims, and inflated expenses. We propose a Gen AI-powered business travel budget planner designed to assist finance teams in planning trips and accurately distributing potential expenses such as transport, food, hotel, and flight to employees. This planner will seamlessly integrate into Grab for Business Corporate accounts and employee’s Grab business accounts. The key objectives of this solution are to:

1. Optimize Budget Planning while minimizing fraud and over spending

2. Streamline Approval Processes

Selected hackathon track:

Digital Empowerment

Tech stack:

A list of tech stack (solutions, technology infrastructure, technology services, etc.) used by the team to build your project

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Tech Stack

interactive interface to deploy developed models, without requiring much effort in terms of front-end.

A framework for building APIs in Python. Very fast and efficient

Vector database for semantic search and vector-based data management. Can understand user questions based on semantic meaning and search for relevant answers even if the wording is different.

Using Ollama 7B

provides cloud-based computing resources that are affordable and easy to access.