🚀 Enterprise AI Implementation & Turnkey Engineering

AI Implementation Services 让大模型在业务中
真正跑通并产生价值

From feasibility diagnosis and enterprise RAG to multi-agent workflow orchestration, private model deployment, and continuous MLOps.

Engineering Stack /
Multi-Agent 智能体编排 企业级 RAG 知识库 DeepSeek / 开源大模型 私有化 MLOps 部署 业务系统 API 集成 国产异构算力适配 Multi-Agent 智能体编排 企业级 RAG 知识库 DeepSeek / 开源大模型 私有化 MLOps 部署 业务系统 API 集成 国产异构算力适配
2-4 Weeks

Agile Deployment Cycle

From requirements assessment to first usable AI system delivery

95 %+

Knowledge Retrieval Precision

Enterprise RAG retrieval precision with domain grounding

40 %+

Workflow Efficiency Gain

Dramatic productivity surge in customer support, auditing, and analysis

100 %

Private Data Isolation

Physical on-premise compute isolation, enterprise data never leaves network

Services & Capabilities

Services

Covering the full enterprise AI implementation lifecycle: from top-level architecture design and domain knowledge engineering to multi-agent systems and deep ERP/CRM integrations.

01

Multi-Agent Workflow Orchestration

Multi-Agent Orchestration & Workflow Automation

Decomposing complex enterprise workflows into specialized collaborative agents with automated intent routing, tool calling, reflection, and cross-system execution.

Automated Workflow Scheduling Multi-Role Collaborative Decisions Tool Invocation & API Calling Human-in-the-Loop Safeguards
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02

Enterprise RAG & Knowledge Base

Enterprise RAG & Knowledge Engineering

Building high-performance hybrid vector retrieval across complex enterprise unstructured documents (PDFs, spreadsheets, technical manuals, CAD files) to eliminate hallucinations.

Multimodal Document Parsing Dense + Sparse Hybrid Reranking Precise Source Grounding Role-Based ACL Security
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03

Private LLM Deployment & Fine-Tuning

Private Model Deployment & Fine-Tuning

On-premise deployment of leading open-source LLMs (DeepSeek-V3/R1, Qwen2.5, Llama3) on private GPU clusters, instruction fine-tuning, and inference quantization.

DeepSeek / Open LLM Private Setup Domain LoRA & SFT vLLM / TensorRT Acceleration Heterogeneous Compute Support
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04

System Integration & Turnkey Delivery

System Integration & Turnkey Engineering

Seamlessly connecting AI agents with ERP, CRM, MES, OA, and messaging tools (DingTalk, WeCom, Slack), providing production-ready web UI and operational monitoring.

Web / IM Multi-Channel Client ERP / CRM / Database Connectors Bad-Case Feedback Loop 7x24h Continuous MLOps
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Methodology

5-Step AI Implementation Methodology

From diagnostic evaluation to continuous MLOps, our turnkey engineering ensures every milestone is measurable and deliverable.

01

Diagnostic & Feasibility

Deep business workflow analysis, evaluating LLM viability, ROI, and security boundaries.

02

Architecture & Selection

Select optimal open-source/commercial models, RAG chunking, and Multi-Agent topologies.

03

Data Prep & Agent Dev

Enterprise data cleansing, prompt engineering, agent orchestration, and domain fine-tuning.

04

Integration & Delivery

Seamless integration with ERP/CRM/OA, complete private deployment and on-site verification.

05

Evaluation & Evolution

Continuous hallucination monitoring, bad-case automated feedback, and prompt optimization.

Proven Success

AI Implementation Benchmark Cases

Validated in mission-critical workflows with tangible efficiency gains and commercial ROI.

Retail & E-Commerce / Consumer Tech
Agent Orchestration · Intent Routing · Knowledge Base

AI Marketing & Pre-Sales Multi-Agent System

实施背景:Automating high-frequency inquiries across hundreds of thousands of users with multi-turn intent extraction, product comparisons, and auto-dispatching service tickets.

Delivered ROI & Outcomes

  • 65%+ Human Support Deflection: Standard inquiries fully handled by agents
  • 32% Lead Conversion Increase: 24/7 instant proactive engagement
  • 96.8% CSAT Rating: High naturalness and domain precision
⏱️ Delivery: 3 weeks to production Consult This Solution →
Government & Enterprise / High-End Manufacturing
Hybrid RAG · Vector Database · Permission ACL

Enterprise Executive & R&D Knowledge Copilot (RAG)

实施背景:Centralizing 200k+ internal policy documents, engineering standards, blueprints, and research reports for sub-second semantic retrieval and report drafting.

Delivered ROI & Outcomes

  • 98.2% Retrieval Precision: Eliminating information silos
  • 4x Efficiency Boost in Report Drafting: Reduced from half a day to 30 mins
  • 100% On-Premise Compliance: Strict role-based document access
⏱️ Delivery: 4 weeks private on-prem deployment Consult This Solution →
Energy & Utilities / Smart Manufacturing
Multimodal Agent · Rule Engine · Work Order Integration

Industrial Equipment Fault Diagnostic & Dispatch Agent

实施背景:Engineers upload error codes and diagnostic photos; AI cross-references millions of pages of maintenance manuals to generate instant troubleshooting steps.

Delivered ROI & Outcomes

  • MTTR reduced from 2 hours to 5 minutes
  • 55% increase in junior engineer autonomous resolution
  • 28% reduction in unplanned downtime
⏱️ Delivery: 3.5 weeks on-site integration Consult This Solution →
Financial Services / Professional Consulting
LLM Fine-Tuning · Clause Comparison · Risk Rulebase

Contract Legal & Compliance Smart Review Copilot

实施背景:Scanning thousands of procurement, sales, and employment contracts, highlighting liability clauses and non-compliant phrasing with suggested edits.

Delivered ROI & Outcomes

  • Contract review time slashed from 40m to 3m
  • 100% interception of critical legal & regulatory risks
  • 70%+ reduction in routine legal workload
⏱️ Delivery: 2.5 weeks to live rollout Consult This Solution →
Why CountCase

Why CountCase

CountCase Technology is dedicated to enterprise AI implementation engineering. We believe AI's true value comes from embedding directly into real workflows and generating measurable business ROI.

01

Turnkey Engineering Delivery

From feasibility analysis to system integration and monitoring, we deliver complete code and assets that belong 100% to the client.

02

Guaranteed Measurable ROI

No empty buzzwords. Every project starts with clear quantitative KPIs: labor deflection, accuracy targets, and operational savings.

03

100% Private & Secure

Supporting full on-premise compute and hybrid deployments. Sensitive data never leaves your enterprise perimeter.

04

Agile 2-4 Week Delivery

Leveraging our standardized implementation toolchain to condense traditional multi-month engineering cycles down to weeks.

05

Deep Workflow Integration

Our architects embed deeply into manufacturing, enterprise, retail, and financial workflows to make AI the core engine of productivity.

06

Continuous Model Evolution

Keeping pace with DeepSeek, Qwen, and open-source models, providing seamless model upgrades and ongoing prompt tuning.

Contact Us

Ready to Implement AI in Your Business?

Whether for Enterprise RAG, Multi-Agent workflows, or private model deployment, our senior AI architects will provide a custom feasibility report within 2 hours.

R&D HQ

Guiyang R&D Center

Jinyang Science and Technology Innovation Park, Guanshanhu District, Guiyang City, Guizhou Province

Business Center

Shanghai Business Center

F-Space Youyue International, Pudong District, Shanghai

Live Consultation Business Email:bd@countcase.com

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