Models
In-house LLMs and foundation models, trained, tuned, and evaluated for your domain.
AI Agent Platform · TRAG
The next chapter of trustworthy AI Agents.
Field notes from MADEITUP — a full-stack AI company building and operating its own AI Agent platform, TRAG.
- 01 End-to-end We own the model, the infrastructure, and the product.
- 02 Production-grade Only agents that ship into real operations.
- 03 Audit-ready Accuracy, compliance, and auditability by default.
A full-stack AI company that makes AI actually work.
MADEITUP is a full-stack AI company that owns LLM development, AI Agent development, AI Fintech, and AI Consulting end-to-end. We build and operate the model, the infrastructure, and the product ourselves.
Agents
Production-grade AI agents that combine your data, tools, and policies into one flow.
Operations
Operations engineered for accuracy, compliance, and full auditability.
Beyond shallow integrations of external models, we take a full-stack approach — going deep into each industry and domain. Our job is to turn AI from a demo into an operational system.
Accuracy, compliance, and auditability are defaults — and in domains like finance where accuracy is non-negotiable, we deliver verified solutions and consulting. A young, proactive team setting the new standard.
“AI doesn’t run on models alone. Real value emerges only when data, tools, and policies become an operational system.”
Retrieval, reasoning, and execution as one flow — every step measured, logged, and verifiable in production.
- STEP 01
Retrieve
Pull grounded evidence from your data. Semantic search plus precision matching produces a context with clear provenance.
- STEP 02
Reason
The LLM performs step-by-step reasoning over the retrieved context. Every step is logged for verification.
- STEP 03
Execute
Safe execution through tools and policies, with automatic verification. Every action is shipped with an audit trail.
A field of solutions.
From LLMs to operations — six chapters covering the full lifecycle of an AI Agent.
TRAG Platform
Our in-house AI Agent platform unifying retrieval, reasoning, and execution into one dependable flow.
LLM Development
Domain-specific LLM training, fine-tuning, and evaluation — built and operated in-house.
AI Agent Development
Production-grade agents for real business workflows, combining your data, tools, and policies.
AI Fintech
Financial AI for risk, compliance, and automation — engineered for accuracy and full auditability.
AI Consulting
Strategy, PoC design, and operational governance for organizations adopting AI at scale.
RAG Infrastructure
The retrieval layer at the core of TRAG — accurate, fast, and grounded in your own data.
Our partners.
Building the future of AI Agents together with trusted partners.
- TAAPI
- Northstack
- Halfpenny
- Loopcraft
- Vergeworks
- Quanto Labs
- Lattice Group
- Octaforge
- Finlytic
- Northwave
CORRESPONDENCE
Write to us.
For AI Agent adoption, TRAG platform onboarding, or consulting inquiries — reach out below. We respond quickly.
Send a letter- [email protected]
- Phone
- +82-70-4044-0146
- Address
- #920, 651 Olympic-ro, Gangdong-gu, Seoul, Republic of Korea