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Agentic Software Modernization

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AI-Powered Code Migration for Scaling Systems

Mature codebases contain business logic, technical dependencies, and project-specific edge cases. HMS combines agentic code analysis and transformation with target architecture, automated testing, and business validation.

Discuss a modernization projectAbout the Code2X tool

Preparing Modernization Decisions with a Clear Technical Basis

Legacy systems that have evolved over many years can be difficult to assess reliably. Dependencies, business logic, technical hurdles, and a lack of documentation increase increase migration risk.

A robust analysis reveals which components should be migrated, refactored, replaced, or deliberately excluded. Agent-based methods can inventory codebases, identify interdependencies, and prepare potential transformation paths.

Prompt In, Code Out?

Why simple code conversion isn’t enough

Generic AI tools can convert individual blocks of code. But code conversion alone is not sufficient for a reliable migration. Dependencies, business logic, target architecture, testing, and operational requirements must be evaluated in context.

Agent-based code migration therefore combines code analysis, defined transformation rules, and technical verification. Specialized tools like Code2X can support individual steps in this process.

Potential

What Agent-Based Code Migration Can Achieve

Agent-based workflows support recurring analysis, transformation, and validation steps. The scope and degree of automation depend on the codebase, the target technology, and the business requirements.

Assess the Codebase and Dependencies

Source code, call structures, and technical dependencies are analyzed. This provides a basis for assessing effort and risks.

Define Transformation Paths

Rules for migration, refactoring, or replacement are derived from the codebase and target architecture. Special cases can be identified early on and handled separately.

Align Transformation with the Target Architecture

Specifications for code structure, interfaces, tests, and operations are incorporated into the transformation rules.

Validate the Transformed Code

Tests and old-to-new comparisons help verify the generated target code. Discrepancies can be investigated before the code is deployed to production.

80%

Time savings during modernization

> 90%

Possible degree of automation

Our Service Portfolio

The Right Approach to Your Code Migration

HMS starts with the current state of your codebase and modernization initiative. Our assessments provide transparency regarding your codebase, dependencies, and the effort required. For implementation, we offer proofs of concept, structured migration waves, and enterprise-wide modernization programs.

Depending on the codebase and target architecture, specialized tools such as Code2X can support the analysis and transformation.

Assessment

Codebase Analysis as the Foundation for Modernization

Choose between two assessment formats depending on the depth of analysis required for your migration.

Start the assessment

Discovery

Assess the codebase and estimate migration effort

This option is suitable if the scope, complexity, and risks of your applications are still unclear and you need an initial basis for making a decision.

What’s included? 

  • Automated code inventory
  • High-level effort estimate
  • Code2X showcase
  • Management summary


€ 5,500

Blueprint

Plan code migration at the work package level

Ideal if you want to analyze dependencies in detail and prepare for code migration with effort estimates and a roadmap.

What’s included?

  • Automated code inventory
  • Effort estimation per work package
  • Code2X PoC with your code
  • Multi-expert review
  • Complete dependency analysis
  • Milestone-based roadmap
  • Agent workflow prototype
  • Management summary


€ 20,000

AI-Agent-Based Code Migration

Implement Migration in Appropriate Stages

Depending on the scope, risks, and target architecture, we support the validation of the approach, the migration of defined code areas, or a comprehensive modernization program.

Proof of Concept

Validate the Migration Approach Before Scaling

Use a targeted transformation of selected components to validate how Code2X can support your modernization project.

Ideal if you... 

  • want to review initial migration results
  • want to minimize risks before a major implementation
  • need a solid basis for decision-making.

What’s included? 

  •  Requirements analysis
  •  Definition of a target architecture
  •  Migration of selected components
  •  Automated tests and quality gates
  •  KPI-based progress monitoring

 

 4 - 12 weeks
€ 12,000 - 50,000

Waves

Structured Migration in Defined Waves

Transform your system landscape iteratively in defined waves with clear scope, quality gates, and measurable progress.

Ideal if you…

  • want to modernize larger codebases
  • want to manage risks at each stage
  • want to manage progress and quality in a transparent way

What’s included? 

  • Wave-based planning and implementation
  • Migration of defined code modules
  • Continuous integration into the target system
  • Automated tests and quality gates
  • KPI-based monitoring

     

 Duration of each wave can be planned individually
€
Wave-based fixed price

Enterprise

Enterprise-Scale Modernization of Complex Systems

For enterprise-wide modernization programs with clear architecture, governance, and long-term scalability.

Ideal if you…

  • want to manage migration as a strategic program
  • require governance and auditability
  • want to control risks at each stage
  • need to integrate multiple systems or teams

What’s included? 

  • Overall management of the transformation program
  • Complete migration of all relevant artifacts
  • Continuous refinement of the target architecture
  • Integration into existing system landscapes
  • Scalable governance and quality assurance

€ Implementation on a fixed-price or T&M basis 

Learn more about Code2X

Go to the Code2X tool

Code2X is a production-ready platform for agent-based legacy modernization. It combines automated code analysis, complexity and risk assessment, reusable AI workflows, and governance mechanisms to support predictable, verifiable, and scalable migrations.

Procedure

Implementing Code Migration Step by Step

Why HMS

Code Migration Grounded in Architecture and Project Experience

HMS combines experience from modernization projects with software engineering and analytics expertise. Our assessment takes into account source code, business logic, target architecture, and requirements for future operations.

  • Code Analysis in System Context
    We analyze source code, dependencies, interfaces, and execution logic in the context of the overall system.
  • An Approach Tailored to the Code Base
    Transformation rules, tests, and work packages are tailored to the source system and the intended target architecture.
  • Automation with Business Validation
    Agent-based workflows support recurring tasks. Depending on the project, we use specialized tools such as Code2X for this purpose.

Focus on structured and predictable modernization and migration

When it comes to modernizing legacy systems, HMS combines project experience with specialized expertise and a clear focus on predictable transformation.

6,000+

person-days of experience in modernizing legacy systems

45+

Specialized experts

100%

Focus on structured, predictable transformation

Experience from Complex Modernization Projects

The following projects demonstrate how HMS analyzes established system landscapes, reduces technical dependencies, and gradually integrates modern platform structures without disrupting production processes.

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
SAS Viya auf Azure: Migration und langfristiger Plattformbetrieb
SAS Viya auf Azure: Migration und langfristiger Plattformbetrieb
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SAS Viya auf Azure: Migration und langfristiger Plattformbetrieb

HMS migrierte die SAS-9.4-Umgebung eines großen europäischen Energie- und Versorgungsunternehmens auf SAS Viya in Microsoft Azure. Seit der Migration übernimmt HMS Betrieb, Wartung und Weiterentwicklung der Plattform.

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Microsoft Azure SAS Base SAS Viya Argo Azure DevOps CI/CD Pipelines Databricks Grafana Prometheus Python
SAS Viya Migration bei einer Automobilbank
SAS Viya Migration bei einer Automobilbank
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SAS Viya Migration bei einer Automobilbank

HMS migrierte die bestehende SAS-Plattform von On-Premises zu SAS Viya auf Azure und implementierte eine skalierbare Cloud-Infrastruktur mit Kubernetes.

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Microsoft Azure SAS SAS Viya Argo Confluence GitHub Grafana Jira Kubernetes Prometheus

FAQ

Frequently Asked Questions About AI-Powered Code Migration

Here we answer our customers’ main questions.
If your topic isn’t listed here, we’d be happy to advise you personally.

Simple AI-based conversion typically focuses on individual blocks of code. An agent-based migration also takes into account dependencies, business logic, transformation rules, the target architecture, and validation steps.

 

This approach is particularly well-suited for large codebases with recurring structures and transformation patterns. We evaluate whether and to what extent automation is appropriate based on the specific codebase.

The potential degree of automation depends on the programming language used, code quality, technical dependencies, and the target architecture. An analysis of representative components provides a realistic assessment.

Depending on the project, automated tests, old-to-new comparisons, and defined quality gates are used. Functional and technical reviews complement the automated processes.

The key requirements for the target platform, integration, operations, and code structure should be defined before transformation begins. Further architectural decisions can be refined during the project.

Contact Us Now

The next step toward your modernization

Mark Bangert
Mark Bangert
Team Lead Code2X

A structured approach can turn legacy modernization into a manageable, staged program. Thorough analysis, defined transformation rules, and clear governance create transparency around scope, risks, and progress.

In a brief discussion, we’ll review your current situation and explore possible approaches for modernizing your system landscape.

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Additional Services and Project Experience

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Code Transformation with Code2X

Code2X analyzes legacy codebases, takes architectural requirements into account, and supports automated migration to defined target structures.

Learn more about Code2X

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Our Projects

Learn how HMS has implemented data, analytics, and AI solutions in specific business and system environments.

View projects