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KARL Use Case M1

Live demo: delay prediction for Karlsruhe

This map demonstrates KARL use case M1 in action: an animated forecast of public transport delays in Karlsruhe to support control-center decisions.

LAVRIO.solutions
We are a specialized team of data scientists helping companies move from data to decisions.
About us

What we do

We help companies transform collected data into practical AI applications while keeping business value in focus.

Data science workshop on artificial intelligence
Team

Who we are

Our data scientists work hands-on and focus on fast learning in AI projects and beyond.

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Jens and Natalie, data scientists at LAVRIO.solutions
Services

What we offer

From training and implementation to full project support.

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Data scientist in an AI workshop
currently active at karl

Round table with Natalie Beyer and KARL M1 presentation on March 5, 2026

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recent work

Research Projects

Product | Healthcare

VersaShift workforce scheduling

AI-powered workforce planning for medical practices and clinics with automatic rule checks and EU-focused privacy design.

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KARL | Use Case M1

Control center (public transport)

In KARL use case M1, we support AI-based decision support for public transport control centers in time-critical disruption scenarios.

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KARL | Use Case W2

Discovery and knowledge work

In KARL use case W2, we develop explainable AI for knowledge work, including semantic search and transparent reasoning of results.

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Research | Inclusion

CHATKI

LAVRIO acts as technology partner in CHATKI, developing accessible AI components with a strong focus on transparency and assistance.

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publications and talks

Recent Publications

Peer-reviewed | Jens Beyer

Künstliche Intelligenz zur Entscheidungsunterstützung in Leitstellen des Personennahverkehrs – Technische und sozio-technische Herausforderungen

Peer-reviewed HMD article from KARL use case M1 (DOI: 10.1365/s40702-023-00996-8).

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UR-AI 2023 | Jens Beyer

Discovery: an Explainable AI Powered Academic Search Engine for Knowledge Workers

Conference contribution from KARL use case W2 (DOI: 10.60643/urai.v2023p134).

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IT-Tage | Natalie Beyer

Explainable AI and text processing

Technical session with publicly available event page and speaker profile.

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All publications
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