MATERIALS INTELLIGENCE
FRANKFURT · ALWAYS ON
ENGINEERING PLATFORM

Three tools.
One plant board.

Built the way a materials lab at an automotive OEM would expect: a case desk for a failed part, a microscope for the fracture photo, a standards desk for ISO/DIN, and a wall display that only answers whether those tools are in service.

01 · CASE DESK (AGENTIC AI)

Case desk (Agentic AI)

An engineer brings a defect, a hardness value, or an SEM image. Specialists close the case with a recommendation.

02 · MICROSCOPE (SEM CLASSIFIER)

Microscope (SEM classifier)

Upload a fracture photograph. The model marks ductile dimples versus brittle cleavage.

03 · STANDARDS DESK (RAG)

Standards desk (RAG)

Ask how to measure hardness or prepare a sample. Answers come from indexed technical documents.

04 · OPERATIONS BOARD

Live plant status

Green means a visitor can open the application. This board does not run the models. It watches them — Kubernetes, Prometheus, Grafana, Oracle Always Free.

Open the operations board →