AI Strategy & Discovery
We audit your workflows and data, then start AI where the payoff is measurable. Goals, KPIs and risks come first, delivered as a phased roadmap.
Capabilities
Products for the AI era, built to run
AI transformation, products and platforms, launch and growth. Three capabilities, one team, in sequence. AI in every phase — and the results have to show up as cost, speed and new revenue.
Three orbits, one team
Pick a capability to see its services. AI transformation is first.
AI Transformation
From working out where AI fits, to agents that automate workflows, assistants that answer from your own documents, and visibility in AI search. AI that goes into real operations, not demos.
LLM Apps & Agents
Customer support, document processing and internal knowledge search, handled by AI apps and agents. Grounded in your own data, deployed in a structure you can operate.
AI Visibility / AEO
More people ask AI instead of a search box. We structure content and services so answer engines understand and cite them, with measurement built in.
Products & Platforms
Platforms, marketplaces, web apps, brand websites, mobile and Web3. We don't build the feature list as handed over. We first design the structure that fits the purpose and the operating environment.
Software Engineering
From mobile apps to enterprise systems, built with experience from enterprise, fintech and platform work.
Platforms & Web
Platforms, marketplaces and brand websites — fast, robust and easy to use, designed for operation and growth from day one.
Blockchain / Web3
Fintech services, blockchain platforms and smart contracts. New business models, turned into real services.
Launch & Growth
Cloud and infrastructure, monitoring, maintenance, growth engineering and continuous improvement. Launch is the start, not the finish.
Launch & Operate
Launch is where it starts. Deployment, infrastructure, monitoring, maintenance and new features, as an ongoing partnership.
Growth Engineering
Analytics, experiments and iteration so the service actually grows. Performance, conversion and retention, managed by the numbers.
AI transformation has to show up as results
Adopting the technology isn't the goal. It has to show up in the business, in three ways.
Cost ↓
Costs go down
Document processing, customer support and internal search go to AI. People's time goes back to work that needs judgement.
Speed ↑
Things move faster
AI in planning, analysis, development and testing shortens the path from idea to product.
New revenue
New revenue appears
New products with AI inside, and content that answer engines find and cite. Opportunities that didn't exist before.
Frequently asked questions
The questions we hear most before an AI or platform project starts.
How does an AI transformation project start?
With discovery. We work out where AI actually pays off in your operations, pick the highest-impact scope and ship it small. We check it against real operating data before widening the scope.
What kinds of platforms do you build?
Service platforms, marketplaces, web apps, brand websites, mobile and Web3. We have designed, built and operate ticketing, fintech P2P, CRM, wine commerce and knowledge platforms.
Do you take on projects outside Korea?
Yes. We are based in Seoul and take on projects worldwide — same standards, same process, with schedules adjusted for time zones.
How are timeline and cost decided?
We scope and prioritise first, then quote. We propose a realistic path that fits your budget and schedule, and split the work into phases when it helps: launch first, operate, then expand. A project overview, target date and budget range with your enquiry make the estimate more accurate.
Can you operate the product after it is built?
Yes. Launch is the start, not the finish. We run cloud and infrastructure, monitoring, maintenance and improvement driven by operating data, as an ongoing partnership.
How do you handle data security when introducing AI?
Data flow is designed in the Architecture phase. Only the data that is needed reaches the model, and access control, logging and guardrails are in place before launch. Private deployments and in-region hosting are available when required.