Case Studies

Proven Results

Real outcomes from production deployments.

Challenge

A full-lifecycle contract management and risk control platform for a large enterprise group, replacing SaaS with private deployment to ensure data sovereignty and cost efficiency.

Solution

Private deployment CLM, AI risk review engine, ecosystem integration (Feishu/DingTalk).

FIM AgentContext EngineeringRAG ArchitectureLegal KG
APPROVED
70%
Cost Savings
Full
Data Sovereignty
2 Mos
Delivery

Government Legal Intelligent Agent Platform

Large Government Legal Review Agency

Challenge

Built a gov-legal agent platform based on FIM Agent, breaking through LLM long-text "forgetting" issues to achieve intelligent pre-review and risk control for complex legal texts.

Solution

Context engineering driven autonomous agent collaboration framework with multi-tenant knowledge architecture.

FIM AgentContext EngineeringVerbatim GroundingRAG Architecture
AI
60%
Efficiency Increase
95%
Context Integrity
85%
Expert Adoption

Medical Policy Intelligence & Compliance Platform

Large Research-based Tertiary Hospital Group

Challenge

A policy and compliance base for multi-campus medical groups, providing deep AI interpretation of medical insurance (DRG/DIP), health, and drug regulations to achieve closed-loop management from policy issuance to clinical execution.

Solution

Omni-channel policy monitoring, LLM deep interpretation, automated impact assessment, compliance loop tracking.

Policy LLMMedical KGSemantic SpiderDRG Algorithms
AI
31 Prov
National Coverage
Mins
Response Time
98%
Extraction Rate

Enterprise AI Operating System

Provincial AI Computing Power Dispatch Center

Challenge

A unified AI orchestration platform for a provincial computing infrastructure, achieving centralized management of "hundreds of models" and resource pooling across heterogeneous chips.

Solution

Heterogeneous resource abstraction, model service mesh, full-link observability, AI application gateway.

Heterogeneous ComputeModel MeshAI GatewayvGPU Scheduling
200+
Managed Models
40%
Compute Utilization
99.9%
Service HA

Historical Archives & AI Smart Compilation Platform

Provincial Historical Research Institute

Challenge

A digital research platform for a national archive center managing tens of millions of precious historical pages, achieving a full-chain digitalization from ancient OCR to knowledge graphs.

Solution

Ancient text OCR, spatio-temporal knowledge graph construction, AI-assisted compilation, digital humanities knowledge service.

Specialized OCRHistorical KGRAG ArchitectureAI Compilation
AIOCRIndex
50%
Cycle Reduction
12M
Pages Digitized
96%
Entity Recognition

Cross-border Trade Compliance & Ecological Monitoring Platform

Large Trade Security & Ecological Monitoring Agency

Challenge

An ecological compliance and risk pre-warning system for the global trade chain, achieving real-time alignment of multi-lingual regulations and intelligent assessment of cross-border biological risks.

Solution

Multi-source trade intelligence collection, global biological asset compliance graph, automated risk assessment, and pre-warning dispatch loop.

Knowledge GraphSpecialized NLPRisk Inference EngineMulti-lingual Analysis
3!Pest Tracking12tracked3alerts
Global
Monitor Scope
98%
Extraction Rate
Millisec
Warning Resp

Challenge

A clinical decision support system for large medical institutions, merging EMR/LIS/PACS multi-modal data to achieve assisted diagnosis and whole-course disease management.

Solution

Medical data lake, clinical inference engine, personalized treatment plans, full-lifecycle closed-loop care.

CDSS EngineMulti-modal FusionClinical InferencePrecision Care AI
High
Diagnostic Consist.
Effective
Risk Detection
Instant
CDSS Response

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