aPlanner is in MVP validation (Oct–Dec 2026). Figures are design targets. Join the 2027 Korea pilot →
ARCHITECTURE & INTEGRATION

Fits the fab's existing stack. Data never leaves the site.

aPlanner connects to what the fab already has — MES, SAP, yield databases, even the planners' spreadsheets — through read-only connectors first. Nothing is ripped out.

Service logic — MES · ERP · yield / bin DB · spreadsheets → data layer (aFlow · aConnect) → AI core → planner workspace → back to MES / ERP

How data flows

From the fab's systems into one versioned planning model, through the AI core, to the planner, and back.

1

Fab data sources

MES (WIP, tool status) · SAP ERP (orders, BOM) · yield / bin database · planner spreadsheets

2

Data layer

aConnect connectors · aFlow pipelines · unified planning model · on-prem / private cloud

3

AI core (aCore)

Forecast · optimize · simulate · explain — the four modules on one versioned plan

4

Planner workspace

Korean / English UI · compare scenarios · approve, edit or reject every change

5

Back to MES / ERP

Approved plan written back after sign-off; live KPIs and anomalies retrain the models

Deployment, integration, governance

Deployment

On-premise or private cloud inside the fab network — no production data leaves the site
Air-gapped option for the most restrictive fabs
SaaS on the AWS Seoul region for suppliers and SMEs
Kubernetes packaging — the same code everywhere

Integration

Pre-built connectors for in-house MES, SAP ERP, yield / bin databases and Excel imports
Read-only first; write-back of approved plans only after sign-off
Korean SI / MES partners for delivery; Siemens Industry Software architects advise on MES / PLM integration
REST APIs and file-based exchange for everything else

Security & governance

Role-based access control and SSO
Full, immutable audit trail of every plan change
Planner-approval workflow — AI recommends, people decide
Roadmap: SOC 2 Type II (planned 2027–28) · ISO 27001 (2028) · K-ISMS (planned)
Service topology of the MVP
TECHNOLOGY

Same code on-prem and in the cloud

BackendPython / FastAPI
DataPostgreSQL + TimescaleDB
OptimizationOR-Tools / MILP (CP-SAT)
AI / MLPyTorch, XGBoost
FrontendReact (KR / EN)
RuntimeKubernetes on-prem or AWS Seoul

70%+ AI-assisted development. The MVP runs on synthetic fab data; connectors are exercised against representative MES / ERP schemas until the first pilot.

Connectors

The Korean fab stack is the default, not a project. Read-only first; write-back of approved plans only after sign-off.

MES

In-house fab MES
Commercial MES via Korean SI / MES partners
WIP, lot states, tool status — read-only first

ERP

SAP S/4HANA
SAP ECC
Orders, BOM, commitments

Yield / bin data

Probe & sort databases
SPC / metrology feeds
Yield and bin distributions per step

Planner spreadsheets

Excel imports
CSV / SFTP drops
Bootstrap the model before full integration

PLM / recipe master data

Route and recipe masters (advisory scope)
Recipe and route master data

Custom systems

Legacy and homegrown applications
REST API, file-based exchange

Start with a planning readiness assessment

In 2–4 weeks we review your MES, ERP and yield data, your constraints and your planning process, and scope the pilot on one line.