FDE On-Site Delivery (Production-Grade Deployment)

Functional Overview

Our battle-ready team consists of project leads, Echo, and Delta roles, embedded directly at the customer's site to deliver full-lifecycle services spanning strategic alignment, demand discovery, solution design, custom development, on-site deployment, and continuous operations. We break away from the traditional passive model of "customer requests, vendor delivers" by moving our services right into the customer's business environment.

Customer Pain Points

  • Great demos are hard to operationalize—the toughest part of AI adoption is not the model itself, but the gap between the model and the organization. The value of the FDE team lies in bridging the gap between AI platform products and frontline value delivery.
  • Generic models struggle in enterprise environments filled with legacy systems, compliance constraints, and non-standard data, along with system fragmentation, data silos, and semantic inconsistency. Customers are not buying a software API, but an Agent that can actually get work done.
  • Organizations can't catch up—the core challenge of AI projects has shifted from "does the model work" to "can the organization absorb it." Enterprises need people who can embed themselves in the organization, understand business pain points, and roll up their sleeves to solve problems.
  • Hybrid talent is scarce—enterprises need someone who can understand business pain points and translate them into problems AI can solve. By embedding on-site, the FDE team turns the processes business users "can't articulate clearly" into tasks AI can execute.
  • AI investment ROI is hard to realize—true AI value comes from deeply integrating AI capabilities into existing workflows, which requires a team that can be on-site, understand the business, write code, go live, and take ownership—exactly what most enterprises lack.

Solution Advantages

  • Built on our own platform foundation and tools: the technical base for consulting and delivery forms a closed-loop capability stack covering ECore, Ontology (cognitive layer), and Agentic (action layer), delivered through our proprietary Lingxi Agent development platform and SmartCode intelligent programming platform.
  • Three-role collaborative operations: the project lead oversees the big picture, Echo dives deep into business insights, and Delta handles on-site development and delivery, forming a closed loop from strategy to requirements to technology.
  • On-site development and real-time iteration: engineers are stationed directly at the customer's site, iterating in real time around customer needs to solve the chronic industry problem of development being disconnected from business.
  • End-to-end delivery closed loop: strategic understanding, business insight, AI engineering, and on-site coaching are all part of a single delivery chain, driving solutions, tools, processes, data, and organizational actions into a closed loop.
  • Tiered talent development: helps enterprises cultivate three types of talent—M-shaped managers with cross-domain coordination capabilities, T-shaped domain experts who understand both business and AI, and frontline employees proficient in using AI tools.

Architecture Diagram

Architecture Diagram