From consulting to operations,
the full journey of digital transformation.

One team owns diagnosis, design, build, and operations. We shorten the outsourcing chain and speed up decisions.

01 · SI

Web development

System integration, kiosks, and operational maintenance for enterprises and mid-market companies. Development experience proven in enterprise environments such as SK AX and Paradise.

NestJSReactKubernetesCI/CDPostgreSQLRedis

System integration

Connecting legacy systems, new SaaS, external APIs, and internal databases into a single workflow.

Kiosk · Embedded

Stable operation of on-site kiosks, payment · authentication · printer integration, and 24/7 monitoring.

Managed operations (SM)

Delivery is the real start. Annual SM contracts cover incident response, security patches, and new features.

Cloud infrastructure

Automated deployment with Kubernetes · Helm · ArgoCD GitOps. Kong Ingress and three-tier caching.

02 · DX·AX

DX · AX consulting

From a digital-transformation strategy assessment to an AI adoption roadmap. Field-interview-based prescriptions, staged PoCs, and hands-on execution together.

DX assessmentAI adoptionPoCOperations handoverChange management

A four-stage consulting process

  1. 01

    Field assessment (2 weeks)

    Interviews with decision-makers and frontline staff. Mapping bottlenecks in the current workflow and areas ready for automation.

  2. 02

    Roadmap design (1 week)

    Priorities, budget, and ROI simulation. A phased adoption plan in 6–12 month increments.

  3. 03

    PoC (3–4 weeks)

    We turn the single highest-impact area into a working prototype. User feedback is applied right away.

  4. 04

    Operations handover

    Stable operation via in-house handover or an SM contract with our team. Quarterly performance reviews.

03 · AI

AI systems

Multi-vendor LLM abstraction (Claude · OpenAI · Gemini), BYOK security, RAG, STT, automation workflows, and other production-grade AI capabilities. We bring the technology proven daily in our own SaaS to outside clients.

LLMRAGSTTMulti-vendorBYOKWhisper
Multi-vendor LLM

One codebase, three vendors

Abstraction built on the Vercel AI SDK. Swapping models is a single environment variable — chosen by price, performance, and policy.

BYOK security

Customer API keys, isolated

AES-256-GCM encryption with separated K8s secrets. GET responses are masked, blocking the risk of key exposure.

RAG · Search

Answers grounded in your docs

Vectorizing Notion, PDFs, databases, and wikis. Source attribution, permission filtering, and Korean-optimized embeddings.

Real-time STT

Meeting audio → structured

Whisper v2 over WebSocket. Live captions, speaker diarization, automatic mind-map generation, and action-item extraction.

Which area do you need most?

Most clients start with an assessment. In a short meeting, let's map out what's possible together.

Book an assessment → Send an email