How Would You Improve Uber with GenAI?
Product Improvement Interview Question at Uber, Ola, DoorDash, Swiggy, Delhivery
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AI Product Management Interview Question:
Q: How Would You Improve Uber with GenAI?
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Step 1: Ask Clarifying Questions
Uber has many product surfaces. Before jumping into solutions, I want to narrow the scope.
Q: Uber has Rides, Eats, Freight, Courier, and Connect. Which product surface should I focus on, or should I look across all of them?
Let us focus on Uber Logistics, specifically the parcel delivery side (Uber Courier, Courier XL, Uber Connect, and Uber Direct for businesses). I will treat this as one integrated logistics product rather than separate apps.
Q: Are we looking at consumer-to-consumer parcel delivery, or business-to-consumer logistics for SMBs and enterprises?
Both users and businesses, but with a clear prioritization. I will come to the segmentation choice after I understand the landscape.
Q: What market focus? Global or India-specific?
Global thesis, but with a deliberate bias toward dense urban markets where account sharing, hyperlocal delivery, and SMB density are highest. India is a primary market here given Uber Courier is already active in 25 Indian cities with 5+ million users and year-over-year parcel volume growth of over 50 percent in 2024.
Q: What is the primary strategic objective? User growth, revenue, retention, or competitive positioning?
Retention and switching cost for businesses. The hyperlocal logistics market is commoditizing quickly. Uber can win by becoming the operating layer SMBs run their daily deliveries on, not just another delivery API.
Q: Should I consider what Uber has already shipped in GenAI, including the Uber Freight AI agents and the internal GenAI Gateway?
Yes. Uber Freight shipped a GenAI solution in 2023, rolled out 30+ AI agents in 2025, and the internal GenAI Gateway now handles over 16 million queries per month. Your strategy should build on this foundation, not re-propose it.
Step 2: Understand the Current Product Landscape
Before proposing improvements, let me map what Uber already offers in logistics as of early 2026.
Consumer parcel delivery: Uber Courier (two-wheeler parcel delivery, live in 25 Indian cities, 5+ million users, average delivery distance 11 km nationally). Courier XL launched in May 2025 for parcels up to 750 kg, available in Delhi NCR and Mumbai with expansion in progress. Uber Connect for consumer-to-consumer parcels across 9+ cities globally.
Business logistics: Uber Direct for on-demand delivery-as-a-service, with API integration for merchants. Uber Freight with its Parcel Transportation Management System (PTMS) handling over 250 million packages annually. Uber Freight Exchange for contract procurement. Uber Freight TMS as the shipper command center.
GenAI infrastructure already in place: The internal GenAI Gateway serving over 16 million queries per month across 30 teams. Uber Freight launched a generative AI product in 2023 and rolled out 30+ agentic AI agents in 2025 that have reduced scheduling times by 38 percent, cut overdue load statuses by 15 percent, and shortened delay durations by nearly 80 percent in enterprise freight workflows.
