Gongji Compute

Cloud AI development workstations with full dev environments ready to code anywhere. Production-grade elastic compute platform with smart autoscaling and great value -- your compute partner.

Tags
Product Design
Published At 7/15/2024
Cloud Computing Cost Bill
Cloud Computing Task Management Interface
Cloud Computing Control Panel
Cloud Service Deployment Management Interface
Task Management Interface

Project Roles & Tools

0 to 100 Product Design Data Tracking & Analytics Product Strategy Growth Hacking Engineering

Product Design

Build hi-fi interactive prototypes for AI products with Figma, V0.dev, and Cursor; design interfaces in Figma with the Linear visual language to validate solutions and collaborate efficiently with engineering

Growth Hacking

Use Rybbit and Metabase to track user behavior and analyze business data, providing evidence for product decisions. Run data-driven experiments and optimizations to quickly validate hypotheses and boost acquisition and retention

Product Strategy

Formulate iteration strategy based on tracking and analysis results to improve user experience and business metrics

User Pain Points & Real Complaints

In-depth research shows compute costs and technical hurdles are becoming the biggest blockers to innovation

1

GPU hardware often costs tens of thousands, keeping indie developers and small teams out

2

CUDA, drivers, and deep learning framework versions conflict, taking days to configure

3

Cooling, hardware failures, and crashes turn engineers into ops people

4

Expensive GPUs sit idle most of the time while fixed costs remain

5

When a project suddenly needs more compute, long procurement cycles miss the best window

6

Requires deep knowledge of hardware architecture and operations; the tech stack is too heavy

用户真实吐槽

Compute costs are killing me--I burned through half a year of budget
Finally had to rent servers; felt so bad I ate a whole bucket of ice cream
Why is A***l so laggy? Spent all night setting up; can't even download models, help
T
Wanted to buy a desktop with an RTX 4060 Ti 16G but hesitated--do I really need it? I just need compute for large models
Didn't expect A***l to mess me up--it was Docker isolation all along
2
Old environment ran fine; new one errors out. Works on C***b, A***l shows out-of-memory
A***l are you kidding me? Maintenance forever and still not back
A
Dear certain compute cloud alchemists, your balance is under 10 yuan--please top up to stay online
Every afternoon the network on some platform is slower than a snail, even on 4090 resources
Why is this awful A***l so laggy? Spent all night setting up; models won't download, save me
I
SSH file transfer is 500 KB/s on that platform--driving me crazy
Environment setup is too complex. CUDA version conflicts took me days and still not solved

真实用户反馈 · 数据来源:微博、知乎、GitHub Issues

Who It's For

Every industry has AI dreams--why let compute costs stop you? We deliver tailored compute solutions for each user group

Developers & Startup Teams

Teams seeking efficient development without heavy hardware spend

Cost Control Fast Iteration

AI dev environment ready in 3 minutes, no painful setup

30+ preinstalled tools; JupyterLab and VS Code work out of the box

Starts at ¥1.68/hour, saving up to 90% vs. owning GPUs

Deploy in 10 seconds--ship right after coding

AIGC Creators

Content creators focused on creativity without hardware limits

Unlimited Creativity Pro Quality

Cover text-to-image, video generation, AI 3D modeling and more

Tightly integrated Stable Diffusion, Flux, and ComfyUI

RTX 4090 clusters ensure commercial-grade outputs

Pay by the second--pay when creating, zero cost when idle

Education Institutions

Teachers who need standardized environments for AI courses

Standardized Bulk Management

Teachers build images and distribute to the whole class in one click

Revoke sharing at term end to protect IP

No need to provision costly hardware per student

Unified AI teaching environment to avoid configuration discrepancies

Enterprise Customers

Business users needing production-grade compute with stability and reliability

Production Grade Elastic Scaling

99.9% service availability with 24x7 expert support

Smart autoscaling handles traffic swings and saves 50% costs

Full OpenAPI to integrate into business systems

No infra management--focus on business innovation

Research Teams

Labs running large-scale computation and model training

Large-Scale Compute Research Grade

Thousands of 4090s on standby for massive parallel jobs

Supports mainstream deep learning frameworks like PyTorch and TensorFlow

Long-running job support for training and data processing

SSH access and full Linux environment for complex research needs

Product Matrix

Say goodbye to costly GPUs and focus on code. Choose the compute solution that fits you best and bring development back to the essentials.

Cloud Server

One-stop GPU dev environment with preinstalled DL frameworks; supports Jupyter and VS Code, starting at ¥1.68/hour

Elastic Serverless

China's first GPU Serverless--autoscaling for traffic swings; deploy APIs in 10 seconds

Per-Second Billing

Transparent per-second pricing--pay only for real value, free from local hardware limits

Thousands of 4090s In Stock

RTX 4090 clusters ready on demand--production-grade without infra overhead

1,000+ companies have left compute anxiety behind

Don't let compute shackle creativity--100k+ developers are free from hardware stress

100k+
Active developers
1000+
Enterprise customers
99.9%
Service availability

Competitive Analysis

Deep dive into key competitors' features and positioning to inform product strategy

AWS SageMaker Logo

AWS SageMaker

01
Fully managed machine learning service Built-in algorithms and framework support Automatic model tuning One-click deployment and scaling

核心价值

Provides data scientists and developers a fully managed ML platform that simplifies the workflow from data prep to deployment, letting users focus on algorithm innovation instead of infrastructure.

Google Cloud AI Platform Logo

Google Cloud AI Platform

02
TPU accelerators AutoML automation Pretrained model APIs Vertex AI unified platform

核心价值

Leverages Google's AI strengths to offer end-to-end solutions from data processing to model training and deployment, with leading capabilities in NLP and computer vision.

Alibaba Cloud PAI Logo

Alibaba Cloud PAI

03
Visual modeling tools Distributed training Online model services Algorithm marketplace

核心价值

Built on Alibaba's scenarios and tech stack, offering localized ML platform services for Chinese enterprises across data processing, model development, and deployment.

Baidu AI Cloud EasyDL Logo

Baidu AI Cloud EasyDL

04
No-code AI development Few-shot learning Edge deployment Industry solutions

核心价值

Lowers the AI barrier so users without deep learning backgrounds can build and deploy models quickly--ideal for SMEs and traditional industries going digital.

Screenshots

2025
09 Month
Cloud Computing Cost Bill
Cloud Computing Cost Bill
Real-time tracking of expenses and discounts
Cloud Computing Task Management Interface
Cloud Computing Task Management Interface
Real-time Monitoring and Resource Management
2025
05 Month
Cloud Computing Control Panel
Cloud Computing Control Panel
Resource Management & Cost Monitoring
Cloud Native Computing Service Configuration Interface
Cloud Native Computing Service Configuration Interface
Flexible Deployment of AI Services
Compute Credit Management Interface
Compute Credit Management Interface
Manage your compute credit resources
Cloud Computing Cost Bill
Cloud Computing Cost Bill
Track costs in real-time to optimize computing power expenses
API Key Management Interface
API Key Management Interface
Manage Your API Keys and Security Settings
Cloud Service Control Panel
Cloud Service Control Panel
Resource Management & Cost Monitoring
Cloud Service Deployment Management Interface
Cloud Service Deployment Management Interface
Real-time Monitoring and Resource Management
Cloud Computing Task Management Interface
Cloud Computing Task Management Interface
Efficiently manage deployment tasks
Elastic Deployment Service Management Interface
Elastic Deployment Service Management Interface
Efficiently manage AI model deployment tasks
Invite Reward Program
Invite Reward Program
Earn 50 Yuan Vouchers Together
Select GPU Model
Select GPU Model
Flexible Configuration, Efficient Computing Power
2025
03 Month
Environment Variable Configuration Interface
Environment Variable Configuration Interface
Manage deployment environment configurations
Balance Alert Settings Interface
Balance Alert Settings Interface
Smart account balance alert management
Cloud Service Deployment Management Interface
Cloud Service Deployment Management Interface
Efficiently manage cloud service deployment and logs
Cost Bill Details List Interface
Cost Bill Details List Interface
Manage Cost Bills and Records
Recharge History Records
Recharge History Records
View your recharge details
Image Repository Management Interface
Image Repository Management Interface
Manage image resources, deploy applications easily
Account Recharge Interface
Account Recharge Interface
Convenient Payment, Quick Recharge
Compute Power Configuration Interface
Compute Power Configuration Interface
Flexible Configuration, Efficient Management
Cloud Service Management Interface
Cloud Service Management Interface
Efficiently manage tasks and resources
2024
08 Month
Resource Monitoring Dashboard
Resource Monitoring Dashboard
Real-time Tracking of Resource and Task Consumption
Docker Task Creation Configuration Interface
Docker Task Creation Configuration Interface
Configure Docker tasks with GPU resources
Task Management Interface - General Settings
Task Management Interface - General Settings
Task Configuration and Transmission Management
Task Management Interface - No Tasks Currently
Task Management Interface - No Tasks Currently
Efficiently manage your task list
Task Management Interface
Task Management Interface
Efficient Task and Resource Management