Clinical Language Tooling

Overview

Clinical Language Tooling is an applied medical-AI capability built for the realities of German healthcare workflows. Clinical information often lives as free text: notes, letters, and documents that are hard to search, aggregate, or act on. This tooling reads those documents and produces structured, usable data that downstream systems and people can work with directly. Every model runs EU-hosted, keeping sensitive health data inside a compliant boundary. The work is under active development with an anonymised healthcare partner, focused on getting extraction reliable for real clinical language rather than chasing headline benchmarks.

Specifications

• DOMAIN — German healthcare and clinical documentation

• INPUT — Free-text clinical notes and documents

• OUTPUT — Structured, machine-usable data

• HOSTING — EU-hosted models only

• STATUS — In active development

• COMPLIANCE — DSGVO-aligned, data kept in-boundary

Features

1. Structured extraction from free-text clinical notes and documents

2. Purpose-built for German-language clinical content

3. EU-hosted model stack for sensitive health data

4. Turns unstructured text into usable, downstream-ready fields

5. Designed around real healthcare workflows, not lab conditions

6. Data kept inside a compliant, sovereign boundary

7. Iterative development with an anonymised healthcare partner

Architecture

CLINICAL EXTRACTION FLOW

1. Clinical document intake

2. EU-hosted language model processing

3. Structured field extraction

4. Validation against clinical schema

5. Usable structured data output