Three-Layer Full-Stack AI Service System

From strategic consulting to technical infrastructure — covering the entire enterprise AI transformation chain
Each layer independently delivered, three layers working in synergy

Business Architecture Overview

Strategy · Business · Technology in Unity

Chinyea builds a complete AI service capability with a three-layer architecture. The top layer defines direction, the middle layer implements scenarios, and the bottom layer builds the foundation. Enterprises can choose to start from any layer or opt for full-stack end-to-end delivery.

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Top Layer · Strategy Consulting
Top-level design: Define the enterprise AI transformation direction and build the intelligent core
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Enterprise AI Implementation Consulting

Current-state diagnosis, transformation planning, roadmap development, ROI modeling, organizational change guidance

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Enterprise AI Brain Construction

Knowledge base setup, AI platform planning, agent orchestration, business rule engines

Middle Layer · Business Applications
Scenario implementation: Inject AI capabilities into core business functions to achieve cost reduction and efficiency gains
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AI+ R&D

Intelligent R&D assistance, code generation, test automation, R&D efficiency improvement

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AI+ Production

Smart manufacturing, process optimization, quality inspection, predictive maintenance

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AI+ Marketing

Intelligent customer acquisition, content generation, precision targeting, customer profiling and conversion

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AI+ Supply Chain

Demand forecasting, inventory optimization, logistics scheduling, supplier collaboration

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AI+ Service

Intelligent customer service, ticket processing, service knowledge base, customer experience improvement

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Bottom Layer · Technical Infrastructure
Foundational support: Computing power, architecture, and data in unity — solidifying the AI implementation foundation
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AI+ Computing Power

GPU computing planning, hybrid cloud deployment, compute scheduling and optimization

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AI+ Infrastructure

Cloud-native architecture, containerized deployment, security compliance, high-availability design

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AI+ Data

Data governance, data platform, vector database, data security and compliance

Top Layer · Strategy Consulting

Top-Level Design: Strategic AI Implementation

Not "use whatever AI tools are available," but "build the AI that your business needs." The strategy layer solves the direction problem — helping enterprises avoid detours and wasted spending.

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Strategy Layer

Enterprise AI Implementation Consulting

We engage as consulting advisors throughout the enterprise AI transformation journey. Starting from the enterprise's current state, we diagnose digital maturity, identify high-value AI application scenarios, and develop an executable 3-year transformation roadmap.

  • AI Maturity Assessment Model
  • Business Scenario Value Matrix
  • 3-Year Transformation Roadmap
  • ROI Modeling
  • Organizational Change Guidance
  • AI Talent Capability Building
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Strategy Layer

Enterprise AI Brain Construction

Transform enterprise documents, processes, experience, and data into structured knowledge assets — building an enterprise-specific "AI Brain." Supporting intelligent Q&A, decision support, and process automation as the intelligent hub driving every business function.

  • Enterprise Knowledge Graph Construction
  • Vector Search Engine
  • Agent Orchestration
  • Business Rule Engine
  • RAG (Retrieval-Augmented Generation)
  • Private Deployment
Middle Layer · Business Applications

Scenario Implementation: Injecting AI into Core Business Functions

Inject AI capabilities into five core business functions: R&D, production, marketing, supply chain, and service. Each scenario can be independently delivered or combined for synergy — forming full-chain AI+ capabilities.

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Business Layer

AI+ R&D

Empower the entire software R&D lifecycle with AI — from requirements analysis to code generation, from test automation to operations monitoring — significantly improving R&D efficiency and delivery quality.

  • AI-Assisted Code Generation
  • Intelligent Requirements Analysis
  • Test Automation
  • Code Review & Defect Prediction
  • R&D Efficiency Measurement
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Business Layer

AI+ Production

AI-driven smart manufacturing upgrade. Visual inspection replaces manual inspection, AI optimizes process parameters, and equipment predictive maintenance — upgrading production from "experience-driven" to "data-driven."

  • AI Visual Inspection
  • Process Parameter Optimization
  • Equipment Predictive Maintenance
  • Energy Optimization
  • Production Line Scheduling
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Business Layer

AI+ Marketing

From intelligent customer acquisition to precision conversion, AI drives full-funnel marketing efficiency. Auto-generate content, intelligently score leads, and personalize outreach — significantly reducing acquisition costs and improving conversion rates.

  • AI Content Generation (Image/Text/Video)
  • Intelligent Lead Scoring
  • Customer Profiling & Segmentation
  • Precision Ad Optimization
  • Private Domain SCRM Activation
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Business Layer

AI+ Supply Chain

AI-powered demand forecasting and inventory optimization, connecting upstream and downstream supply chain data — achieving a shift from "reactive response" to "proactive prediction."

  • AI Demand Forecasting
  • Intelligent Inventory Optimization
  • Logistics Route Scheduling
  • Intelligent Supplier Collaboration
  • Supply Chain Risk Early Warning
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Business Layer

AI+ Service

AI-driven customer service upgrade. Intelligent chatbots online 7×24, automated ticket classification, real-time service knowledge base retrieval — significantly improving customer experience while reducing service costs.

  • Intelligent Customer Service Bot
  • Intelligent Ticket Classification
  • Service Knowledge Base
  • Customer Sentiment Analysis
  • Service Quality Inspection
Bottom Layer · Technical Infrastructure

Foundational Support: Computing · Architecture · Data

Without a solid foundation, AI applications are castles in the air. From computing planning to data governance, Chinyea builds secure, efficient, and scalable AI infrastructure for enterprises.

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Infrastructure Layer

AI+ Computing Power

Plan GPU computing scale and deployment strategies based on enterprise AI application scenarios. Support public cloud, private deployment, and hybrid cloud models — balancing performance and cost.

  • GPU Computing Capacity Planning
  • Hybrid Cloud Computing Deployment
  • Compute Scheduling & Elastic Scaling
  • Inference Acceleration Optimization
  • Computing Cost Optimization
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Infrastructure Layer

AI+ Infrastructure

Build cloud-native, highly available, and security-compliant AI infrastructure architecture. From containerized deployment to microservices governance — ensuring AI systems run stably.

  • Cloud-Native Architecture Design
  • Containerized Deployment (K8s)
  • High Availability & Disaster Recovery
  • Security & Compliance Framework
  • Automated Operations & Monitoring
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Infrastructure Layer

AI+ Data

Data is the fuel for AI. Chinyea provides integrated data capability building — from data governance to data platform, from vector database to data security.

  • Data Governance Framework
  • Data Platform Construction
  • Vector Database Deployment
  • Data Security & Privacy
  • Data Assetization
Industry Solutions

Building Industry-Specific Solutions

Chinyea combines the three-layer AI capability with deep industry knowledge to create customized AI transformation paths for different industries

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Manufacturing

Smart Manufacturing AI Upgrade

Visual inspection, predictive maintenance, process optimization, and energy management. From single-point AI applications to factory-wide digital twins — driving manufacturing toward "smart manufacturing."

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Retail / Consumer

Smart Retail Growth

AI customer acquisition and conversion, intelligent product selection, inventory forecasting, and personalized recommendations. Connecting online and offline data to build an omnichannel AI growth engine.

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Finance

Financial Intelligent Services

Intelligent risk control, AI investment advisory, intelligent customer service, and compliance review. While strictly maintaining security and compliance — releasing AI's financial business value.

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Logistics

Smart Logistics

Route optimization, demand forecasting, intelligent sorting, and supply chain collaboration. AI drives logistics from "delivering" to "delivering accurately and efficiently."

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Healthcare

Medical Intelligent Assistance

AI-assisted diagnosis, medical knowledge base, intelligent triage, and medical record structuring. Within the healthcare compliance framework — improving diagnostic efficiency and service quality.

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Government

Government Intelligent Services

Government knowledge base, intelligent Q&A, one-stop online services, and policy matching. Compatible with domestic IT innovation — secure and controllable, supporting digital government development.

Not Sure Which Solution Fits You Best?

Chinyea experts will diagnose your enterprise AI maturity for free and recommend the best implementation path