ChinaGlobal
VSTECS MaaSLink
Contact usLogin

FDE project delivery

AI project delivery partners

Find professional service teams that can take AI solutions into production.

FDEs (Forward Deployed Engineers) work inside the customer's business context to jointly design AI solutions and deliver production systems.

Discuss your projectBrowse the FDE marketplace
Business needsProduction systemOperations
FDEProject delivery teamBusiness × Product × Engineering

Driven by business goals and accepted against production outcomes

FDE marketplace

Find delivery partners by region and capability

The platform will progressively list joint service companies with project delivery experience. Company and case information comes from public sources; confirm the actual service scope before engagement.

Service region
Capability
1 companies
Joint delivery partner

Cloud-Star

Beijing Cloud-Star Data Technology Co., Ltd.

A VSTECS group software company providing multi-cloud management, compute scheduling, intelligent computing operations, and enterprise AI platform products for public-sector organizations, large enterprises, and intelligent computing centers.

Service area
Services across China and Southeast Asia
Offices
Beijing · Shanghai · Shenzhen · Chongqing
Founded
Founded in 2016
Multi-cloud managementCompute schedulingAI compute operationsEnterprise AI platformAgent development
30+Municipal AI compute center projects
7+National AI compute center projects
50+Compatible cloud and resource ecosystems
Selected cases

Public project practice

Visit website
Dongguan AI Foundation Model Center
MaaS operations platform

Supports model-provider onboarding, model API publication, and unified scheduling of domestic heterogeneous computing resources.

Shanghai Public Computing Service Platform
Cross-region scheduling platform

Connects distributed heterogeneous resource pools and provides task scheduling, resource visibility, and cost analysis.

Wuhan Artificial Intelligence Computing Center
Computing operations platform

Manages AI and HPC resources through self-service, resource management, reconciliation, and work-order operations.

Company and case information is compiled from Cloud-Star's public website. Confirm the latest service scope directly with the company before cooperation.

Engagement model

FDEs work directly with your project team

Engineers participate in requirements, implementation, and production acceptance. Code, documentation, and operating methods are transferred to the customer team rather than delivered as a report alone.

Start from the business problem
Define the workflow to improve and how success will be measured before selecting a model.
Test under real conditions
Connect real data, permissions, and systems during validation to avoid a late production rewrite.
Keep delivery transparent
Customer teams participate in key decisions and receive the code, documentation, and operating methods.
  1. 01

    Define the scope

    Agree on the problem, project owner, and acceptance criteria.

  2. 02

    Implement together

    FDEs join the project and work alongside business and technical teams.

  3. 03

    Accept in stages

    Review runnable outcomes at each stage and resolve issues within that stage.

  4. 04

    Handover and support

    Transfer code, documentation, and operating methods, then continue support as agreed.

FDE services

Start with your current project situation

Share your business workflow, existing systems, and current constraints. We will help assess whether the project is suitable and where to begin.

Discuss your project