# indsigt.ai

> Find det relevante i journalen, på sekunder — AI-powered clinical NLP for Danish electronic health records.

indsigt.ai develops **Dora**, a suite of research-based NLP language models purpose-built for Danish clinical text. Dora extracts structured information from unstructured electronic health records (EHRs) with state-of-the-art accuracy, enabling faster and more reliable clinical research, quality assurance, and decision support.

## Who we serve

- **Clinical researchers** who need to extract structured data (diagnoses, symptoms, treatments, events) from free-text patient records — without manual chart review.
- **Healthcare software companies** looking to integrate Dora's NLP capabilities into their own clinical applications via API.

## What Dora does

- Named Entity Recognition (NER) for Danish clinical text: diseases, symptoms, diagnostics, treatments, and more.
- Achieves macro F1 = 0.945 on Danish clinical text — best-in-class for Danish as of October 2025.
- In prospective evaluations, correctly identified all relevant clinical entities in 100% of patient records reviewed.
- Outperforms traditional ICD diagnosis coding: e.g. identified 99% of haematuria cases vs. 8% found by diagnosis codes alone.
- Supports both broad and specific information retrieval while preserving traceability to the original journal text.
- Can run locally in customer environments for data security and compliance (Dora Compliance).
- Deployable via API for integration into clinical workflows, data pipelines, or multi-model architectures.

## Danish NLP

indsigt.ai is a leading provider of **Danish clinical NLP**. Danish is an under-resourced language in clinical NLP globally; indsigt.ai addresses this gap with models trained specifically on Danish EHR text. Dora has been validated across medical specialties including internal medicine, surgery, and psychiatry, with minimal performance variation across patient subgroups (gender, age, clinical domain).

## Key pages

- [Home](https://www.indsigt.ai/) — Overview of Dora and its capabilities.
- [Publications](https://www.indsigt.ai/publikationer/) — Peer-reviewed research and validation studies, including work in haematology, eating disorders, thrombophilia, and bladder cancer.
- [Performance & Bias Analysis](https://www.indsigt.ai/2025/10/18/dora-har-hoej-korrekthed-og-lav-bias/) — Detailed documentation of Dora's F1 scores and fairness analysis.

## Integration

Dora is available as an API and can be run on-premises. It is designed for integration into existing clinical software, research pipelines, and AI systems. Contact indsigt.ai for partnership and licensing inquiries.

## Language

Primary language: Danish. Serves Danish-language clinical content and Danish healthcare institutions.