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Focus Areas

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Data and AI Solutions for Businesses

Data and AI projects start from different points. The five HMS Focus Areas structure the main solution areas across analytics, data platforms, machine learning, generative AI, and legacy modernization. They show which focus area best fits your starting point.

Discuss data & AI projects

Ein interdisziplinäres Projektteam von HMS bespricht gemeinsam Inhalte einer Software- und Datenlösung.

Where Does Your Data and AI Initiative Begin?

Data and AI initiatives can start from different challenges: analyses fail to answer new questions, data isn’t reliably available, AI models aren’t making it into production, generative AI needs clear guidelines, or existing systems are limiting further development.

Our five focus areas categorize these starting points and identify which solution space is appropriate from both a business and technical perspective.

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Data Insights

Analyze data interactively, identify patterns, and gain valuable insights to make better decisions.

  • Business Intelligence & Reporting
  • Conversational Analytics
  • Data Models & Semantics
  • Analytics Agents
  • Interactive Data Analysis
  • Quality, Governance & Operations

View Data Insights

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Generative & Agentic AI

Identify, develop, and integrate AI applications into existing enterprise systems.

  • AI Strategy & Use Case Refinement
  • GenAI Applications & Copilots
  • Agentic Workflows & Orchestration
  • RAG & LLM Applications
  • Governance for Generative & Agentic AI
  • Enterprise AI Engineering

Explore Generative & Agentic AI

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Data Science & Machine Learning

Develop and validate data-driven models and deploy them into production with defined controls.

  • Predictive Analytics & Forecasting
  • Custom AI Models
  • Model Training & Evaluation
  • Model Validation & Quality Assurance
  • Integration into Existing Processes
  • MLOps, Monitoring & Governance

    Explore AI & Machine Learning
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Data Platforms & Engineering

Build data platforms and pipelines to ensure the reliable provision and use of data.

  • Data Platform Architecture
  • Data Engineering
  • Cloud Data Platforms
  • Data Governance & Security

View Data Platforms & Engineering

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Migration & Modernization

Modernize existing systems and adapt them to new data, analytics, and AI requirements.

  • Agent-Based Software Modernization
  • Enabling Legacy Systems for Data and AI
  • Analytics and Platform Modernization

View Migration & Modernization

How HMS Turns a Focus Area into a Project

A focus area defines the scope of solutions. HMS services define how a project is assessed, planned, implemented, and put into operation. Depending on the initial situation, collaboration may begin in a single phase or span multiple phases.

Our services

Our Services

  • Explore
    Evaluate potential, and make decisions. Use case assessment, data strategy, potential analysis, and technology consulting provide clarity for the next step.
  • Architect
    Develop target architectures and document decisions in a transparent manner. Software architecture, data architecture, and platform concepts organize systems and dependencies.
  • Develop
    Implement solutions with documented quality. Software engineering, data engineering, AI engineering, and integration work together within the project.
  • Deploy
    Ensure stable operation and steer further development. MLOps, DevOps, monitoring, support, and technical enhancement become part of the solution.

Data and AI Solutions in Action

These examples demonstrate how HMS implements various data and AI projects in complex business environments.

Automatisierte Markt- und Wettbewerbsanalyse mit Agentic AI
Automatisierte Markt- und Wettbewerbsanalyse mit Agentic AI
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Automatisierte Markt- und Wettbewerbsanalyse mit Agentic AI

HMS entwickelte für einen global tätigen Pharmakonzern eine Agentic-AI-Lösung, die Markt- und Wettbewerbsinformationen automatisiert sammelt, prüft und für Reports oder Ad-hoc-Abfragen bereitstellt.

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Cloud-native Statistical Computing Environment für klinische Studien
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Cloud-native Statistical Computing Environment für klinische Studien

HMS ersetzte bei Boehringer Ingelheim ein 25 Jahre altes SAS-System durch eine cloud-native Statistical Computing Environment auf AWS. Die Plattform integriert SAS Viya und unterstützt automatisierte Validierung unter GxP-Anforderungen.

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Angular SAS Viya Amazon S3 AWS Lambda
Anwendungsmodernisierung mit GenAI: von SAS zu Python auf AWS
Anwendungsmodernisierung mit GenAI: von SAS zu Python auf AWS
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Anwendungsmodernisierung mit GenAI: von SAS zu Python auf AWS

Ein führender Versicherungskonzern modernisierte eine zentrale SAS-Anwendung auf AWS. HMS entwickelte Architektur und Migrationsvorgehen, setzte die Modernisierung um und prüfte GenAI für die SAS-zu-Python-Migration.

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Generative AI Python SAS Angular AWS GPT Models Infrastructure as Code

Why HMS

Your Partner for Data & AI

HMS combines architecture, software engineering, and regulatory expertise. We provide independent consulting, free from ties to technology vendors, and incorporate integration, governance, and operations into technical decisions from the very beginning.

Our focus is on complex enterprise environments and regulated industries. HMS is owner-managed, 100% independent, and supports data and AI systems throughout their production lifecycle.

Trust That Matters, Confirmed by BARC

The quality of our work is also reflected in the independent BARC customer survey*.

See the survey results

35+

Years of experience in complex system environments

450+

Data and AI projects completed

100%

Customer recommendation rate**

Contact Us Now

Discuss your data and AI project

Bastian Heist
Bastian Heist
Senior Sales Manager

During a free, no-obligation initial consultation, we'll work with you to assess your project and determine the best next step.

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Orientation and Related Topics

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Establishing Clarity Before Making Decisions

Explore evaluates the potential, feasibility, and requirements of your data and AI project.

Our Explore Services

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Our Projects

Our reference projects demonstrate how HMS supports customers from various industries in the development and implementation of customized software solutions.

See project examples