Cut costs. Grow revenue.
We build the AI to make it happen.

Problem

Costs are leaking.
Revenue opportunities are sleeping.

One report ties up a team member for half a day

Tens of millions in labor costs burned on repeat work every year

40 minutes per employee per day — just searching for documents

At 100 employees, that's 16,000 hours and millions per year

30% of customer inquiries drop off before getting a response

Every missed inquiry is lost revenue

3 years of customer data — analyzed zero times

A 10% revenue lift could be sitting right inside it

6 months spent just evaluating AI adoption

Meanwhile, the costs you could be cutting keep piling up

Solution

Cost reduction and revenue growth — powered by AI

Using LLMs and data engineering, we build AI systems that deliver real cost savings and revenue growth.

Internal AI Search

RAGVector SearchLLM Integration

Task Automation

AI AgentsWorkflowsData Pipelines

Data-Driven Revenue

Customer AnalyticsRecommendation EngineAI Support

Cost Reduction

Slash the labor cost of searching and verifying

Cut search time from 40 minutes to under 5 minutes per employee per day
Context-aware AI finds the right answer instantly — no re-checking needed
Shorten new hire onboarding so they contribute faster
Integrates with Slack, Notion, ERP — no additional system costs

Team

Built by the people who know this best

Kwangho Lee

CEO, System Architecture & AI Strategy 10y+

Seoul National Univ., Ex-Hashed Studio Dev Lead

Architected core distributed system infrastructure at Hashed and MediBloc. Serial entrepreneur with a proven track record of turning technology into products and revenue across education and hardware.

System ArchitectureAI StrategyDistributed Systems

Saehan Park

CTO, AI Full-Stack Engineering 10y+

POSTECH CS, Ex-MediBloc Dev Lead

Co-led MediBloc's core project with the CEO — proven teamwork and execution. Specializes in data processing architectures combining large-scale distributed systems with AI. Delivered AI consulting and system builds for multiple enterprises.

AI SystemsDistributed ArchitectureData Engineering

Ingi Hong

CAIO, AI Research & Engineering

Yonsei Univ. Particle Physics PhD, Ex-AI Nation, Ex-Alsemi

Applies rigorous data analysis and modeling expertise from particle physics research to AI system development. Eliminated 120 hrs/month of manual work through manufacturing data automation. 3x response rate improvement via AI agent-powered customer support.

AI AgentsAutomationMLOps

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