DRAG

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789 Inner Lane, Holy park, California, USA

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AI Consulting

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AI Consulting

AI Consulting

We provide consulting services that identify and implement high-value AI use cases to accelerate business innovation.

Industry-Specific AI Use Cases

We design and implement AI use cases tailored to the unique requirements of industries such as manufacturing, finance, and retail.

Data Analytics & MLOps

We develop predictive AI models from enterprise data and deliver end-to-end services, including MLOps for continuous deployment and operation.

Business Insight Generation

We discover and implement actionable business insights while providing a structured framework for sustainable AI operations.

Process

From Data to Business Insights

Enterprise Data
AI
AI Analytics & Model Training
+42%
-28%
+67%
Revenue+42%
Cost-28%
Efficiency+67%
ROI3.8x
Business Insights

We collect and refine enterprise data, build predictive AI models through analytics and machine learning, and generate insights that drive measurable business outcomes, including revenue growth, cost reduction, and operational efficiency.

Clients

Clients

Samsung Electronics
LLM & RAG

LLM Agent & RAG System Development

We design and implement enterprise AI agents powered by Large Language Models (LLMs)
and Retrieval-Augmented Generation (RAG) technologies.

Domain-Specific Intelligent Agents

We build intelligent AI agents that integrate internal documents, customer data, and external knowledge sources within your business domain.

RAG-Based Conversational Services

By combining real-time information retrieval with natural language generation, our RAG systems deliver context-aware conversational experiences beyond simple information lookup.

Enterprise-Grade Architecture

We design scalable enterprise systems that support long-term operation, data expansion, and continuous model retraining.

Process

From Data Sources to Intelligent Responses

Data Sources
RAG System
① Chunking
C1C3C5 C2C4C6
embed
② Vector DB
[0.82, -0.3, …] ● 0.55
[0.15, 0.67, …] ● 0.43
[0.76, -0.2, …] ● 0.94
[-0.5, 0.91, …] ● 0.51
[-1.48, -0.1, …] ● 0.89
③ Semantic Search
Query: [0.78, -0.25, …]
Top-K ▮▮▮▮ K=3
RAG System
LLM
LLM Generation
Intelligent Responses

Data sources are processed through chunking and embedding, stored in a vector database, retrieved using semantic search, and used by an LLM to generate context-aware intelligent responses.

Optimization

Optimization Consulting Services

We provide consulting services that solve complex business challenges using mathematical optimization techniques.

Optimization Problem Formulation

We formulate and implement optimization models tailored to industries such as shipbuilding, energy, and logistics.

Advanced Operations Research (OR) Methods

We apply optimization techniques including Linear Programming (LP), Integer Programming (IP/MIP), and Constraint Programming (CP).

Commercial Solver Integration

We develop real-time optimization engines powered by commercial solvers such as Gurobi and CPLEX.

Business Implementation

We deliver practical optimization solutions that reduce costs, improve productivity, enhance resource utilization, and ensure stable operations.

Maintenance Service

We establish parameter tuning and maintenance frameworks to ensure the long-term performance of optimization models.

Process

OR-Based Optimization Cycle

min f(x) OR Engine
Definition
① Problem Definition
Business Challenges
Shipbuilding
Scheduling
Energy
Resource Allocation
Logistics
Route Optimization
Modeling
② Mathematical Modeling
Mathematical Formulation
Objective Function :
min ∑ c·x
Constraints :
A·x ≤ b
x ≥ 0
MIP CP LP
Optimization
③ Optimization
Solver Execution
Gurobi CPLEX
Optimization in Progress
Implementation
④ Implementation
Optimal Solution Applied
x* = [2, 5, 1, …]
Business Outcomes
Cost-23%
Efficiency+35%
Continuous Improvement
⑤ Feedback
Performance Monitoring
Parameter Tuning

OR-Based Optimization Cycle

We solve complex business challenges using mathematical optimization techniques. Our OR-based optimization cycle leverages commercial solvers such as Gurobi and CPLEX to generate optimal solutions, monitor performance, fine-tune parameters, and continuously improve operational outcomes.

Clients

Clients

Hanwha Ocean Ecotech