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Avelios Medical Tech Stack

Hospital software platform with embedded ML for clinical workflows

Software Development Munich 51–200 employees Founded 2020 Privately Held

Avelios builds a modular hospital information system (HIS) designed around treatment workflows rather than administrative silos. The tech stack reveals a healthcare-AI hybrid: deep learning frameworks (PyTorch, TensorFlow, Keras) paired with HL7 FHIR medical interoperability standards, Java/C++/Rust backend, and React frontend. Current projects center on federated machine learning for privacy-preserving model training and scaling ML deployment — suggesting the company is moving beyond workflow digitization toward AI-embedded clinical decision support.

Tech Stack 43 technologies

Core StackHubSpot PyTorch TensorFlow Ashby Java C++ Rust TypeScript Playwright Python Google Analytics Figma SwiftUI Swift React GitHub Kotlin Microsoft Office SAP IS-H Keras R Photoshop InDesign Lightroom Notion Personio LinkedIn iOS HL7 FHIR Android+13 more

What Avelios Medical Is Building

Challenges

  • Digitizing hospital workflows
  • Building efficient workflows
  • Expanding team and business
  • Scaling office processes
  • Ai integration into core business
  • Digitizing healthcare workflows
  • Complex digital health projects
  • Implementing certification requirements
  • Disorganized sales process
  • Contract management inefficiencies

Active Projects

  • Integrating ai-powered solutions into medical workflows
  • Deploying machine learning models at scale
  • Privacy-preserving federated machine learning model training
  • Contract management
  • Ats ashby setup
  • Hris research
  • New recruiting tool setup
  • Billing module development
  • Digital billing solutions in hospital daily operations
  • Implementation of certification requirements

Hiring Activity

Decelerating65 roles · 10 in 30d

Department

Engineering
23
Product
10
HR
8
Sales
8
Healthcare
5
Ops
5
Finance
3
Executive
1

Seniority

Senior
20
Intern
19
Mid
16
Manager
5
Lead
4
Junior
2

Notable leadership hires: Product Lead

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About Avelios Medical

Avelios is a Munich-based healthcare software company founded in 2020 that develops a microservices-based hospital information system. The platform digitizes end-to-end clinical and operational workflows while automatically capturing fully structured treatment data to enable downstream analytics, research, and AI. The company operates across Germany with 51–200 employees and is actively hiring across engineering, product, sales, and healthcare operations roles, with a hiring mix skewed toward senior engineers and interns — typical of an early-stage deep-tech startup scaling both core R&D and operational functions.

HeadquartersMunich
Company Size51–200 employees
Founded2020
Hiring MarketsGermany

Frequently Asked Questions

What tech stack does Avelios use?

Backend: Java, C++, Rust. Frontend: React, TypeScript. ML: PyTorch, TensorFlow, Keras, Python. Medical standards: HL7 FHIR. Other: GitHub, Figma, HubSpot, SAP IS-H for legacy integration. Mobile: iOS (Swift, SwiftUI), Android (Kotlin).

What is Avelios working on?

Core projects include integrating AI into medical workflows, deploying ML models at scale, federated machine learning for privacy-preserving training, billing module development, and certification requirements implementation. Also scaling internal recruiting and HR systems.

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