Grab, Southeast Asia's leading super app, operates across ride-hailing, food delivery, financial services, and logistics in eight countries with vastly different infrastructure, regulations, and consumer behaviours. Optimising marketplace dynamics — matching millions of drivers to riders, restaurants to diners, and financial products to users — across geographically fragmented markets with varying road networks, traffic patterns, and payment preferences required AI sophistication beyond what any single-market platform had attempted.
The company also faced the challenge of achieving profitability while competing against well-funded local and global rivals. Operating a multi-service super app meant optimising across interconnected demand signals — a user's ride-hailing patterns could predict food delivery behaviour, and financial services usage could inform credit risk. Extracting value from these cross-service data signals at scale required advanced ML infrastructure.
Grab deployed extensive AI and proprietary mapping technology across its super-app ecosystem. AI-powered tools like GrabRideGuide direct drivers to high-demand locations in real time, while Merchant Menu Assistant uses generative AI to help restaurants optimise menus and boost sales. Machine learning models optimise ride matching, delivery routing, dynamic pricing, and demand forecasting across all service verticals.
The company's financial services arm, GrabFin, uses AI-driven credit scoring to expand lending to underbanked populations — disbursing $2.2 billion in loans in 2024 with a growing loan portfolio of $536M. Cross-service data signals enable Grab to assess creditworthiness based on ride-hailing, delivery, and payment patterns rather than traditional credit histories.
Grab is now investing in generative AI and autonomous vehicles to further improve marketplace efficiency, with CEO Anthony Tan stating that generative AI can 'improve the health of the marketplace' across all verticals.
This is an industry case study based on publicly available information. Grab is not a Pertama Partners client.
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