NightBites

Build journey

• Defined the core preorder flow around late-night student demand windows and food truck constraints.
• Prioritized fast ordering and repeat-customer behavior over feature-heavy account management.
• Shaped the first MVP scope around reliability, vendor onboarding readiness, and payment model viability.

Architecture / technical design

• Mobile-first client built around simple ordering interactions and predictable checkout steps.
• Firebase planned for authentication and core data handling to accelerate iteration speed.
• Vendor monetization strategy integrated through subscription-oriented Stripe workflow design.

Results / impact

• Shipped a functional MVP that validated strong demand for late-night preorder convenience.
• Confirmed subscription potential for vendor-side monetization in early discovery.
• Identified reliability and speed bottlenecks as highest-leverage next engineering priorities.

Media

Lessons

• Speed > features in early-stage products Users care more about getting food faster than having a polished interface
• Marketplaces fail on operations, not code The hardest problems were vendor coordination and fulfillment, not engineering
• Monetization must align with user behavior Subscription models made more sense than per-order fees given predictable demand spikes
• MVP scope control is critical Cutting unnecessary features early allowed faster iteration and clearer validation

Future work

Implement order batching + time-slot optimization algorithms. Build vendor dashboard for demand forecasting and analytics; Improve reliability layer (order tracking, fulfillment confirmation); Expand to multi-campus deployment model; Experiment with hybrid monetization (subscription + volume incentives)