All case studies
Toing logo

On-Demand Food & Quick Commerce

Toing — Food Delivery App

Personalised ordering that lifted repeat orders 35% — A full-stack AI food delivery app with a habit-based recommendation engine and dynamic delivery route assignment.

  • Mobile
  • AI Apps
Google Play App Store Live on the web
35%Higher repeat order rate
~9minCut from average delivery time
3xOrder batching efficiency

The Challenge

Order delays and a lack of personalised restaurant recommendations. Every user saw the same ranked list regardless of order history, and delivery assignment ignored kitchen preparation time — so riders queued at restaurants while food went cold elsewhere.

The Ithrive Solution

We engineered a full-stack AI food delivery mobile app in Python, implementing intelligent recommendation engines based on user ordering habits and dynamic delivery route assignment. Rider allocation is timed against predicted kitchen-ready time rather than order placement, and batching only groups orders whose routes genuinely overlap.

Value Delivered

Streamlined logistics between restaurants, drivers and consumers, boosting repeat order rate by 35%.

Inside The Build

What we actually engineered

Six of the capabilities that made the difference, and why each one was there.

Habit-based recommendations

Ranking trained on each user's ordering history, time of day and repeat behaviour instead of a global popularity list.

Kitchen-time prediction

Per-restaurant, per-dish preparation forecasting that drives when a rider is dispatched.

Dynamic route assignment

Live batching and sequencing across active riders, re-optimised as new orders land.

Partner dashboard

Restaurant-side console for menu, availability, prep-time tuning and settlement visibility.

Order tracking

Live map from kitchen acceptance to doorstep, with honest ETA updates rather than a fixed countdown.

Quick commerce mode

Separate fulfilment path for grocery and convenience orders with different batching rules.

  • Python
  • Django
  • Celery
  • PostgreSQL
  • Redis
  • Flutter
  • Firebase

More Work

Other platforms we have shipped

Google Play Live on the web
Tada logo

On-Demand Transportation & Mobility

Tada Taxi App

AI dispatch that cut rider wait times by 40%

  • Python
  • FastAPI
  • PostgreSQL + PostGIS
  • Redis
Live on the web Google Play
Urimai Kural logo

Civic Tech & Community Grievance Management

Urimai Kural App

Auto-routing citizen grievances to the right officer

  • Python
  • Django
  • PostgreSQL
  • Whisper

Start Your Project

Have a version of this problem?

Most of what we build starts with someone describing a manual process they have stopped noticing. Send us yours.

See our services