On-site engineering. AI running in your business.
Forward Deployed Engineering — TINGYU engineers go on-site, from discovery to production, delivering end-to-end enterprise AI privatization.
Discovery
On-site research to identify where AI can generate the most tangible business value
Scoping & Design
Design technical architecture under business constraints, evaluate ROI, define the path to production
Build & Integrate
Hands-on system building, integration, and model tuning in the client's real environment
Rollout & Productize
Validate with real data, then distill reusable patterns into standardized product capabilities
AI FDE (Forward Deployed Engineering) is how TINGYU brings AI into complex real-world production environments. We don't sell generic products — we deploy engineering teams on-site to discover high-impact AI scenarios, design technical solutions, build and integrate systems hands-on, validate with real data, and productize reusable patterns.
Private Deployment
AI systems deployed in client's own environment — data stays in-domain for compliance and security
Model Customization
Fine-tuning on client's industry data for vertical scenario performance
System Integration
Deep integration with existing IT systems, seamlessly embedded in business processes
Continuous Iteration
Post-launch monitoring and feedback-driven optimization
Delivery Process
Discovery
On-site research to identify high-value AI application scenarios
Scoping
Solution design with architecture, model selection, and delivery milestones
Build
Engineering team develops and integrates in the real environment
Rollout
Gradual rollout, data validation, push to full production
Productize
Distill reusable capabilities into industry-standard solutions
Large Enterprises · Industry Leaders · Government
Enterprise Knowledge Hub
AI knowledge Q&A and decision support built on enterprise private data
Intelligent Workflows
AI embedded in core business processes for automated approvals, risk control, and QA
Vertical Industry
Custom AI solutions for finance, healthcare, manufacturing, and more
Book an FDE Consultation
Tell us your business scenario — we'll arrange an engineering team deep-dive