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如祺出行 Ruqi (OnTime) Mobility Tech Stack

Mobility platform for ride-hailing, corporate transport, and carpooling across China

Technology, Information and Internet 广州市, 广东省广州市 201–500 employees Founded 2019 Partnership

Ruqi is a mobility platform jointly backed by GAC Group, Tencent, and Guangzhou Public Transportation, operating ride-hailing, corporate fleet, and carpooling services across China since 2019. The tech stack (C++, Java, Python, TensorFlow, PyTorch, Kafka, RocketMQ, Redis) and active projects (route optimization, intelligent pricing, high-precision mapping, ML model deployment) reveal a data-intensive operation focused on real-time logistics and algorithmic dispatch. Hiring velocity is decelerating while pain points cluster around availability, legacy system maintenance, and B2B customer retention—typical of a growth-stage platform scaling past initial product-market fit.

Tech Stack 21 technologies

Core StackC++ Java Python Linux TensorFlow PyTorch Kafka MySQL Redis MongoDB Word Excel Caffe GAN NeRF C Android iOS PowerPoint RocketMQ SQL

What 如祺出行 Ruqi (OnTime) Mobility Is Building

◆Challenges

Disaster recovery implementation
High concurrency high availability
Improve system availability reliability
Maintaining legacy business
Responding to upgrade orders
Identifying customer pain points
Increasing contract renewal rates
Improving usage adoption
Expanding corporate client base
Driver service improvement

▲Active Projects

Build intelligent pricing subsidy business architecture
Violation order case library
Route planning algorithm optimization
Strategy data model design
Intelligent driving toolchain
Network data security solution
Build intelligent operation system
Rectification task system
High precision map development
Integrating annotation platform and deploying model services

Hiring Activity

Decelerating20 roles · 4 in 30d

Department

Engineering

Sales

Ops

Security

Operations

Product

Seniority

Mid

Director

Senior

Intern

Manager

Notable leadership hires: Business Director, Chief Architect

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About 如祺出行 Ruqi (OnTime) Mobility

Ruqi operates a multi-service mobility platform serving individual riders, corporate fleet customers, and carpoolers, anchored in the Guangdong-Hong Kong-Macau Greater Bay Area with expansion across China. The company is a strategic arm of GAC Group's shift into mobility services, combining ride-hailing, corporate transport, and shared-ride segments within a unified ecosystem. With 201–500 employees distributed across engineering, sales, operations, product, and security, Ruqi balances platform development with operational scale-up and B2B go-to-market.

Headquarters广州市, 广东省广州市

Company Size201–500 employees

Founded2019

Hiring MarketsChina

Frequently Asked Questions

What technology does Ruqi use to build its platform?

Ruqi's stack spans C++, Java, and Python for backend systems; TensorFlow and PyTorch for ML-driven features; Kafka and RocketMQ for messaging; MySQL, Redis, and MongoDB for data; and Android/iOS for mobile clients. Active projects include route optimization algorithms and ML model deployment pipelines.

What is Ruqi's main business focus?

Ruqi operates three core lines: personal ride-hailing, corporate vehicle management, and carpooling. Active projects target intelligent pricing, route planning, high-precision mapping, and operational systems. The company is backed by GAC Group, Tencent, and others with over 1 billion RMB invested.