AI software company · Yongin, Korea

Raw data,into decisions

We build and operate AI systems for public institutions, enterprises and consumers — on one core, PRISM, that turns collection, structuring and retrieval into services that run every day.

20+ yrsengineering & PMSINCE 2004
4products in daily operationSELF-RUN
6 stagesone AI pipelinePRISM CORE
3domain adaptersPROCUREMENT · LAW · SCHOLARSHIP
20+ yrsengineering & PMSINCE 2004
4products in daily operationSELF-RUN
6 stagesone AI pipelinePRISM CORE
3domain adaptersPROCUREMENT · LAW · SCHOLARSHIP
PRISM — SIA AI Core

One AI core.
Every domain.

01

One pipeline, six stages

Collect → Structure → Embed → Retrieve & match → Generate → Serve. Every AI service repeats these steps; PRISM makes them one interface.

02

Verified extraction

Rules lock in the high-confidence fields first; the LLM only fills what is left. Hallucination is blocked by structure, not by hope.

03

Adapter architecture

Procurement notices, regulations, scholarships, market data — each domain is an adapter. Swap the adapter, keep the core.

04

Built to run daily

Designed for pipelines that execute every morning, not demos that run once. Our own products are the first users.

AB
Process

Three steps.
Any domain.

pipeline.py
1from prism import Pipeline
2from adapters import bid_notice
3
4pipe = Pipeline(adapter=bid_notice)
5pipe.collect(source="g2b.go.kr")
Running
By the numbers

Small team.
Systems that run.

Pipelines running daily since 2024
0+
Years of engineering and project leadership
0
Products we built and run ourselves, every day
0
Pipeline stages unified in PRISM
0
Domain adapters: procurement, regulation, scholarship
Stack

Boring where it should be.
Sharp where it matters.

Proven infrastructure underneath, current LLMs on top. This is what our products run on today.

Python
Pipelines
FastAPI
APIs
PostgreSQL
Database
PostGIS
Geo data
Supabase
Backend
Next.js
Web
React
UI
Capacitor
Mobile
Claude
LLM
OpenAI
LLM
Embeddings + RAG
Retrieval
Telegram Bot API
Delivery
Java / Spring
Enterprise
MariaDB
Database
Python
Pipelines
FastAPI
APIs
PostgreSQL
Database
PostGIS
Geo data
Supabase
Backend
Next.js
Web
React
UI
Capacitor
Mobile
Claude
LLM
OpenAI
LLM
Embeddings + RAG
Retrieval
Telegram Bot API
Delivery
Java / Spring
Enterprise
MariaDB
Database
MariaDB
Database
Java / Spring
Enterprise
Telegram Bot API
Delivery
Embeddings + RAG
Retrieval
OpenAI
LLM
Claude
LLM
Capacitor
Mobile
React
UI
Next.js
Web
Supabase
Backend
PostGIS
Geo data
PostgreSQL
Database
FastAPI
APIs
Python
Pipelines
MariaDB
Database
Java / Spring
Enterprise
Telegram Bot API
Delivery
Embeddings + RAG
Retrieval
OpenAI
LLM
Claude
LLM
Capacitor
Mobile
React
UI
Next.js
Web
Supabase
Backend
PostGIS
Geo data
PostgreSQL
Database
FastAPI
APIs
Python
Pipelines
How we work

Straight talk,
running code.

SIA is a small software company that builds public and enterprise systems and applied AI — and keeps operating them after launch. These are the registrations we hold and the way we work.

Software business registrationDirect-production certified · 4 categoriesSmall enterpriseStartup certifiedPublic procurement supplier

Only what we can prove

No inflated references, no borrowed metrics. If it is on this page, we can show you the running system.

Designed for operation

We design for the pipeline that runs tomorrow morning, not the demo that runs once. Monitoring and retries are part of the build.

Small, senior, direct

You work with the engineer who designs and builds the system. Decisions take a conversation, not a meeting series.

We use what we sell

Our procurement, market data and content pipelines run on PRISM daily. We hit the rough edges before you do.

Have a problem
AI should solve?

Systems integration, AI adoption, automation. Tell us the situation and we reply within a day — from the engineer who would build it.

31 Seocheon-ro 201beon-gil, 3F 315-B11, Giheung-gu, Yongin, Korea