Section: Products

From monolithic AI licenses to managed orchestration: A new architecture for B2B and B2G

The era of blanket purchasing of user AI licenses (SaaS seat-license models) in the corporate sector and government is facing a harsh reality. Organizational structures face inefficient costs for unused accounts, risks of data leakage outside the internal network, and technological dependence on a single supplier.

The complex infrastructure of large organizations requires a fundamental shift in approach – moving from isolated chat tools to a robust integration and orchestration layer. Our new GEM solution for AI transformation defines an architecture that combines advanced cost management with uncompromising data sovereignty.

Key technological pillars of modern enterprise AI:

1. Interface standardization using Model Context Protocol (MCP) Instead of ad-hoc APIs, we deploy the open MCP standard. This allows LLM models to access corporate data sources (filing services, ERP, CRM) securely, bidirectionally, and in context, without violating existing security policies and access rights defined within IAM (Identity and Access Management / Keycloak).

2. Hybrid Orchestration via Azure AI Foundry A fixed tie to a single LLM model is unsustainable from a cost and performance perspective. The orchestration layer dynamically routes sub-prompts to the most appropriate models (e.g. GPT-4o, Claude 3.5 Sonnet) based on the nature of the task. Enterprise governance ensures that data remains within an isolated corporate domain and queries are never used to train public models.

3. FinOps and Budget Cap We are replacing flat user fees with a pay-per-token model (payment for actual processed data). To eliminate the risk of uncontrolled cost increases, a financial ceiling mechanism (Budget Cap) is integrated into the orchestration layer. The administrator defines a maximum monthly budget for the entire organization or a specific department, which brings 100% predictability of the IT budget.

4. Vector Optimization (RAG) for Legislative Compliance For complex tasks, such as assessing large-scale RFPs against standards, inserting entire documents into a context window is financially unaffordable. We use semantic segmentation and storing texts in vector databases. The model uses Retrieval-Augmented Generation (RAG) to only retrieve the most mathematically relevant passages, which radically reduces token complexity and increases the accuracy of the outputs.

AI in a regulated environment is no longer an experiment, but a critical infrastructure that must meet strict audit, efficiency, and security criteria.

You can find a complete overview of our technological solutions here: https://www.gemsystem.cz/reseni-a-sluzby/

An overview of implemented projects and technological integrations is available here: https://www.gemsystem.cz/reference-11/

Detailed technical specifications for integration modules, case studies from the automotive and public administration sectors, and examples of MCP protocol integration in a production environment are being prepared in follow-up materials. Follow us so you don't miss practical examples of the next generation architecture.

#ModelContextProtocol #AIOrchestration #AzureAIFoundry #EnterpriseArchitecture #FinOps #GovTech #RetrievalAugmentedGeneration #DataSovereignty #B2BTech #InformationSecurity #GEMSystem

Virtualization alone is no longer enough. Why companies are moving infrastructure to containerization platforms

Virtualization has been the foundation of corporate IT for many years. But today, organizations are solving a much broader challenge than just stable operation of virtual servers. In addition to availability and performance, they also expect faster application deployment, a higher level of automation, better security, readiness for regulatory requirements, and greater independence from a single vendor from their infrastructure. That is why more and more companies are looking to containerization platforms as a natural next step in the evolution of infrastructure — not as a replacement for everything existing, but as a path to a more modern, more efficient, and long-term sustainable operating model.

Virtualization remains important, but business requirements have changed

Virtualization is one of the most significant technological changes of the last two decades. It has enabled companies to consolidate physical servers, significantly improve hardware utilization, simplify infrastructure management, and create a stable foundation for running business applications.

Platforms such as VMware, Hyper-V or Nutanix have therefore become a standard part of most data centers.

But while IT used to focus on ensuring stable and efficient operations, today organizations expect much more from their infrastructure. It is not enough to be reliable. It must also be flexible, secure, automatable, and ready to respond to rapidly changing business needs.

In practice, this means that companies today are dealing with, for example:

• faster deployment of new applications and services,
• easier management of an increasingly diverse application environment,
• increased pressure on security, auditability and compliance,
• better readiness for hybrid and multicloud operations,
• and at the same time pressure to optimize costs and limit vendor lock-in.

It is in this context that virtualization alone ceases to be the only answer to future infrastructure development.

Why companies are looking for a more modern infrastructure operating model

In most organizations, the traditional virtualization environment still works well. For many systems, it remains the right and fully relevant choice.

At the same time, we see that with growing demands on operation, development, and security, there are more and more situations where the classic model based solely on virtual machines is starting to become limiting. Not because it is bad, but because it no longer covers all the needs of modern IT.

Companies today are increasingly looking for an answer to the question of how to operate side by side:

• traditional business applications,
• new cloud-native services,
• automation tools,
• safety rules,
• and management of the entire application lifecycle.

And this is where a containerization platform starts to make sense as a unifying layer for further infrastructure development.

Containerization platforms turn infrastructure into an application platform

Platforms like Red Hat OpenShift or SUSE Rancher They are not just another technology layer for running containers. Their real benefit is that they help change the way a company approaches running applications and infrastructure as a whole.

From a customer perspective, it is important that a modern platform is not just a “new tool.” It should create an environment in which both existing virtual machines and modern container applications can be sensibly operated, while at the same time building automation, monitoring, security policies, and standardized operations on top of that.

Thanks to this, infrastructure is no longer perceived as just a collection of servers, hypervisors, and virtual machines. It is gradually transforming into an application platform that supports the operation, deployment, and further development of services.

This is a fundamental shift not only from a technical perspective, but also from a business perspective. It allows the company to better combine stable operations with the need for faster changes and innovations.

Infrastructure modernization doesn't have to be a revolution

One of the most common concerns in the debate about infrastructure modernization is the notion that moving to a new model means a large-scale, costly, and risky transformation.

In practice, however, a much more pragmatic approach is often the most successful.

A container platform doesn't have to be a "replace everything" scenario. On the contrary, in most cases, gradual evolution makes more sense. That is, preserving what works today while creating space for more modern operational and application scenarios.

Many companies are therefore proceeding by implementing a new platform for selected parts of the environment alongside the existing infrastructure. Some applications remain in virtual machines, others are gradually modernized, and new systems may already be created with container operation in mind.

The advantage of this approach is that the organization does not have to make a one-time, high-risk decision. It can proceed according to its own priorities, capacities, and business needs.

From our perspective, this is one of the most important principles of successful modernization:
It is not about change at any cost, but about a controlled and meaningful shift in infrastructure.

VMware, Broadcom and new licensing models are changing business decision-making

A major impetus for reassessing infrastructure is the current situation surrounding VMware after its acquisition by Broadcom.

Changes in licensing policy and the overall business model have opened a very practical debate in many organizations: does it make sense to continue the current approach and continue to invest in a pure virtualization layer, or is it appropriate to use this situation as an opportunity for broader modernization?

This issue is not just technical. It has a direct impact on the economics of operations, infrastructure flexibility, strategic independence, and long-term architecture of the IT environment.

This is why containerization platforms are becoming interesting for companies not only technologically but also commercially. They allow you to combine two needs in one direction: to maintain the operation of existing workloads while opening the way to a more modern architecture.

Technology like OpenShift Virtualization or SUSE Harvester show that running virtual machines on the Kubernetes platform is not just a topic for technological innovators today, but a real option for organizations that want to modernize without unnecessary dependence on a single vendor and with future development in mind.

One platform for both virtual machines and containers reduces operational complexity

In many companies today, two separate worlds operate side by side. One is designed for traditional virtualization environments and running enterprise applications. The other was created for new cloud-native projects and container workloads.

In the short term, such a division may seem logical. However, in the long term, it often leads to higher operational complexity.

It means:

• more tools,
• more operating procedures,
• more specializations,
• more complex coordination between teams,
• and often worse cost predictability.

A container platform makes sense precisely because it can connect both worlds into one more manageable environment.

This doesn't mean that every application should automatically run in a container. It does mean that a company can run both virtual machines and containers on a single platform and use common principles of automation, monitoring, security, and lifecycle management.

From an operational and business perspective, this is important, especially because less complexity usually leads to more effective environment management, easier changes, and better control over costs.

GEM System and Kubernetes – bringing innovations for modern IT 🚀

🔑 Are you looking for a partner for cutting-edge software development and robust IT infrastructure? At GEM System, we specialize in game-changing technologies – including Kubernetes. Our solutions will bring you greater efficiency, reliability, and better application scaling.

✅ Why Kubernetes? Auto-scaling: Systems that respond to changing requirements instantly. DevOps integration: Development and operations work together smoothly and efficiently. Reliable operation: Thanks to monitoring and automatic recovery, we minimize the risk of downtime. Resource optimization: Better utilization of infrastructure saves costs and time. Our technology and experience: We work with platforms such as RedHat OpenShift or SUSE Rancher, and our internal labs are constantly testing new options to offer you the best.

👉 Discover the future of IT with us. Contact us:

📩 sales@gemsystem.cz

🌍 www.gemsystem.cz

GEM System and Kubernetes – bringing innovation to modern IT 🚀

🔑 Looking for a partner for cutting-edge software development and robust IT infrastructure? At GEM System, we specialize in game-changing technologies – including Kubernetes. Our solutions bring you greater efficiency, reliability and better application scaling.

✅ Why Kubernetes? Automatic scaling: systems that respond to changing requirements instantly. DevOps integration: development and operations work together seamlessly and efficiently. Reliable operations: monitoring and automatic recovery minimize the risk of downtime. Resource optimization. Our technology and experience.

👉 Discover the future of IT with us. contact us:

📩 sales@gemsystem.cz

🌍 www.gemsystem.cz

#GEMSystem #Kubernetes #DevOps #BusinessIT #ITinfrastructure #Innovation #Software #Development #DigitalTransformation #K8s

Delivery of large IT solutions for the B2B and B2G segment: Challenges and strategies for success

The implementation of large IT solutions in B2B and B2G segments such as banks, financial institutions and state administration requires a comprehensive approach that takes into account the specific needs of these organizations. This segment faces tough challenges such as integrating new technologies into existing systems, ensuring compliance with strict regulatory requirements, and managing project risk. The article looks at how technologies such as containerization and cloud computing enable organizations to effectively manage these challenges, provide flexibility, ensure security and contribute to the long-term sustainability and success of IT projects.

The implementation of large IT solutions in the B2B (business-to-business) and B2G (business-to-government) segments is a complex and demanding process that requires a deep understanding of the specific needs and regulations of these industries. Companies in these segments, such as banks, financial institutions, government and other critical infrastructures, have very high requirements for security, availability and scalability. Successful delivery of IT solutions in these sectors requires not only technological expertise, but also a strategic approach that can effectively integrate modern technologies such as containerization and cloud computing.

Customization and Integration into Existing Infrastructure

One of the biggest challenges in delivering large IT solutions is the ability to adapt new technologies to the organizations existing infrastructure. Banks and state administrations often operate complex and long-established systems that cannot be easily replaced or radically changed. This is where containerization comes into play, which makes it possible to create applications independent of the underlying infrastructure. Containers can be easily portable between different environments, making it easier to integrate them into existing systems and enable a gradual transition to a more modern architecture without disrupting normal operations.

In addition, the diversity of environments in which new applications may be deployed must be taken into account. In the B2B and B2G segments, it is often required that IT solutions work in different modes – from on-premise deployment, through hybrid cloud infrastructures, to a fully public cloud. Containerization and cloud computing play a key role in this regard, providing flexibility in deployment, enabling dynamic scaling, and offering a high level of control over data and applications.

Regulatory Requirements and Compliance with Legislation

B2B and B2G segments, especially in areas such as the financial sector and government, are subject to strict regulatory requirements. Banking institutions must ensure compliance with regulations such as GDPR (General Data Protection Regulation) or Basel III, while public administrations must comply with security standards and regulations regarding the management of public data. This factor represents a significant challenge when implementing new IT solutions.

Containerization can significantly facilitate compliance with these regulations by isolating applications and providing a consistent environment that prevents unwanted deviations from prescribed configurations. In addition, containerization platforms allow you to define policies that ensure security and compliance at the level of each container, which is key to minimizing the risks associated with running applications.

Containerization and cloud computing provide additional layers of protection and control necessary to meet regulatory requirements. For example, the ability to run critical applications in a private cloud or dedicated virtual infrastructure allows organizations to maintain full control over sensitive data, while less sensitive applications can be run in the public cloud, optimizing costs and increasing flexibility.

Management of Complexity and Project Risk

Large IT projects in the B2B and B2G segments are often extremely complex, involving the integration of many different systems, coordination between several suppliers, and adherence to tight timelines. Managing this complexity requires sophisticated tools and methodologies to ensure that the project is completed on time, within budget and with the required quality.

Containerization and CI/CD approaches play a key role in this regard, as they enable continuous integration and testing of new components, minimizing the risk of deployment failure. Automating testing and deployment means that any issues can be detected and resolved early in development, reducing the risk of significant complications later in the project.

In addition, cloud platforms and containerization provide tools to monitor and manage application performance in real-time, enabling rapid identification and resolution of potential problems. This proactive approach to risk management is essential to ensure that the delivery of IT solutions meets the client's expectations and avoids costly outages or other unplanned complications.

Long-Term Sustainability and Future Development

Implementing large IT solutions is not a one-time task; it requires long-term planning and ensuring the sustainability and scalability of systems. This is especially important in the B2B and B2G segments, where IT infrastructure often serves as the backbone for critical operations and must be able to adapt to future technological and business changes.

Containerization, combined with cloud computing, provides organizations with a flexible foundation that allows for easy integration of new technologies and functions without the need to make major infrastructure changes. This is critical for banks and government institutions that must constantly innovate to keep up with increasing performance, security and regulatory requirements.

Containerization brings the ability to efficiently use existing resources and easily expand capacity as needed, ensuring that the IT infrastructure can grow with the organization and adapt to new challenges. In addition, cloud services allow organizations to access the latest technologies and innovations without having to invest in expensive hardware upgrades.

#GEM #System #IT #containerization #virtualization #cloud #storage

Containerization and modern IT infrastructure for the B2B and B2G segment: Key challenges and solutions

In the modern IT environment, where organizations face ever-increasing requirements for security, scalability and agility, technologies such as containerization, virtualization and cloud computing play a key role. This article focuses on the challenges and strategies for success in implementing large IT solutions in the B2B and B2G segments, with a special emphasis on financial institutions, government and other organizations that require a reliable and secure infrastructure. We will explore how these technologies bring significant benefits in terms of efficiency, consistency, flexibility and how organizations can ensure the long-term sustainability of their IT systems.

In the current digital age, companies and organizations, especially in banking and government, must constantly adapt to dynamic IT infrastructure requirements. This development is driven by ever-increasing demands on scalability, security, availability and efficiency of operational systems. Key technologies that help address these challenges include containerization and cloud computing. In this article, we will look at how these technologies affect the B2B and B2G segments and what benefits they can bring to companies and organizations that need a robust and flexible IT infrastructure.

Importance of Containerization in Modern IT Infrastructure

Containerization has become the basis of modern IT solutions, especially for organizations that require fast and efficient application management. Technologies like Docker and Kubernetes enable businesses to develop, deploy and manage applications in isolated, consistent environments. This is of critical importance for companies in the B2B and B2G sector, where requirements for consistency, security and scalability are critical.

Containerization as the Key to Scalability

One of the biggest challenges facing large organizations is the need to quickly and efficiently scale applications in response to changing requirements. In a traditional IT environment, scaling was often complicated and time-consuming, involving adding physical servers or modifying existing systems, which brought significant costs.

Containerization fundamentally changes this issue. With Kubernetes, organizations can automatically scale their applications based on current load, ensuring optimal resource utilization and minimizing operational costs. This capability is particularly important for banks and government, where demand for services can be highly variable, such as during the fiscal period or during emergencies.

Automation and CI/CD in containerization

The introduction of CI/CD (Continuous Integration/Continuous Deployment) in combination with containerization represents another essential benefit for a modern IT infrastructure. CI/CD allows you to automate the entire cycle of development, testing, security testing, application vulnerability testing and application deployment. For companies and organizations, this means faster deployment of new functions, immediate correction of errors and overall greater agility in responding to market demands or internal changes.

This approach is critical in environments where speed and accuracy can have a critical impact on business or public service delivery. For example, banking systems must be able to quickly deploy updates to ensure compliance with new regulations, while government must be able to respond immediately to changes in legislation or public data management.

Container security and isolation

Security is one of the biggest concerns when implementing any new technology, and this is doubly true for sectors such as banking and government that handle sensitive and often critical information. Containerization offers natural application isolation, which is key to minimizing security risks.

Each application running in the container is isolated from the others, which means that potential security incidents in one application will not have a direct impact on other parts of the system.

In addition, Kubernetes allows you to define and apply security policies that limit access to sensitive resources and data, reducing the risk of unauthorized access or data leakage. Stateless applications can be dropped if compromised and restarted in the original, uncompromised version.

Cloud computing: The cornerstone of modern IT architecture

While containerization provides benefits at the application level, virtualization and cloud computing provide a broader framework for effectively managing IT resources. Together, these technologies enable organizations to operate a robust, scalable and highly available infrastructure that can be dynamically adapted to current needs.

Cloud infrastructure as a service

For large organizations such as banks and government institutions, running their own IT infrastructure can be expensive and complex. Cloud computing provides an infrastructure-as-a-service (IaaS) solution where organizations can use computing capacity, storage and network resources as needed, without having to own and manage physical servers.

This flexibility is key for organizations with variable needs, where demand for IT resources may be seasonal or tied to specific projects. For example, during the processing of data from the Christmas period, it may be necessary to increase the capacity for processing and analyzing data from the monitored period, while during the rest of the year these resources may be used minimally, etc.

Containerization as the basis of a scalable IT infrastructure

Combined with cloud computing, containerization capabilities allow organizations to create hybrid cloud solutions that combine the benefits of public and private cloud. This provides not only flexibility and scalability, but also increased security and control over sensitive data.

Deliveries of large IT solutions for the B2B and B2G segment

Implementing large IT solutions in the B2B and B2G sector is a complex challenge that requires a deep understanding of the specific needs of these organizations. Containerization and cloud computing are key technologies that can greatly facilitate this process.

Customization and Integration

One of the biggest challenges in the delivery of IT solutions is the need to adapt technologies to the specific requirements of the client. Banks and state administrations often have specific requirements for security, availability and scalability that must be taken into account when designing and implementing IT infrastructure.

Containerization makes it possible to create applications that are easily portable between different environments, making it easier to integrate them into the client's existing systems. In turn, cloud computing provides the flexibility to scale infrastructure as needed, which is key for organizations with variable or seasonal demands on IT resources.

Agility and speed of deployment

In the rapidly changing environment of modern business and public administration, agility is key. Businesses and organizations must be able to respond quickly to new challenges, be it changes in legislation, new regulations or sudden changes in demand for services.

Containerization and CI/CD enable rapid deployment and update of applications, which is especially important in environments where even brief outages can have significant financial or reputational impacts. Cloud computing and virtualization, in turn, allow IT resources to be scaled quickly, which is necessary to support new initiatives or respond to crisis situations.

Summary and conclusion

Containerization and cloud computing represent revolutionary approaches to the development, deployment and management of IT infrastructure, which are particularly important for organizations in the B2B and B2G segment. For banks, government and other large organizations, these technologies offer a path to more efficient, scalable and secure operations.

However, the implementation of these technologies requires not only technical skills, but also a strategic approach that takes into account the specific needs and requirements of each organization. The right combination of containerization and cloud computing can deliver significant benefits in terms of agility, security and efficiency, ensuring long-term competitiveness and success in the digital economy.

#GEM #System #IT #containerization #virtualization #cloud #storage

The Use of Containerization Technology in Society and Its Benefits: A Detailed View (Summer Reading, August 2024)

Containerization technology has become a key part of the modern IT environment thanks to its ability to streamline application development, deployment, and management. Containerization, represented in particular by Docker and Kubernetes orchestration, enables applications to run in isolated, consistent environments. This article provides a detailed look at the use of containerization in companies and analyzes its benefits based on practical experience.

Principles of containerization

Containerization uses the principle of virtualization at the operating system level. Containers contain all the necessary components to run an application, including code, libraries, and dependencies, ensuring consistency across different environments. Docker enables the creation, management, and deployment of containers, while Kubernetes provides container orchestration, which includes automating the deployment, scaling, and management of containerized applications.

Improving application deployment

Before the introduction of containerization, many companies faced problems in deploying applications. Differences in configurations between development, test, and production environments often led to unexpected errors. Deployment was tedious and prone to human error.

After implementing Docker, companies have seen significant improvements:

• Environment Consistency: Containers guarantee that applications will run the same way in all environments, eliminating problems caused by different configurations.
• Deployment automation: Integration with CI/CD tools enables automated application building, testing and deployment, reducing time to market.
• Parallel Deployment: Containers allow different versions of applications to run simultaneously, making testing and updates easier.

Scalability and flexibility

The ability to efficiently scale applications is critical for companies with variable demand for services. Before containerization, scaling was often associated with adding physical servers, which was costly and time-consuming.

By implementing Kubernetes, companies have achieved:

• Auto Scaling: Kubernetes allows you to automatically add and remove containers based on the current load. This ensures optimal use of resources and minimization of costs.
• Deployment flexibilities: New applications and services can be easily deployed and integrated into existing infrastructure, increasing company agility.
• Increase availability: Thanks to the ability of Kubernetes to perform self-healing (automatic recovery of failed containers), high availability of applications is ensured.

Security and isolation

Financial institutions and companies managing sensitive data must place a high priority on security. Before containerization, applications were often run on shared servers, increasing the risk of security incidents.

The introduction of Docker and Kubernetes achieved:

• Application isolation: Each application runs in a separate container, which minimizes the risk of lateral movement by attackers.
• Security policies: Kubernetes allows you to define and apply security policies that limit access to sensitive resources and data.
• Regular updates: Automated updates to container images ensure that applications run on the latest software versions, minimizing vulnerabilities.

záver

Containerization represents a revolutionary approach to application development and management, bringing significant benefits in terms of environment consistency, scalability, flexibility and security. Based on the companies' practical experience, it is clear that the investment in containerization is worthwhile. Companies that implement technologies like Docker and Kubernetes gain a competitive advantage through more efficient application deployment, better resource utilization, and improved security.

#GEM #System #IT #containerization #virtualization #cloud #storage

Containerization in Professional Life (Summer Reading, July 2024)

Challenges of Traditional IT Management

In the past, as an operational IT manager, I dealt with challenges in the form of changing application performance requirements. It was probably most noticeable in the case of the customer portal, which has the power to influence the customer experience (CX) over ordinary internal applications and systems. It was typical for the customer portal that access to it was not constant. It was influenced by either a specific time of year/month or marketing activity.

Any change in performance requirements was always a big challenge. It meant long hours of planning and close communication with the business department. We had to carefully estimate future loads and prepare for each increase in traffic, which was often accompanied by the risk of downtime and potential outages.

Limitations of Traditional Virtualization

Traditional virtualization did not allow us to effectively adapt to rapid changes. Each scale-up meant downtime where we had to redistribute resources, which often required demanding nights spent in the data center. Monitoring and setting alerts were our daily worries, as exceeding any quota of allocated resources could mean problems.

Discovering Containerization and DevOps

Back then, I knew very little about containerization and it was more of a buzzword for me, similar to Kubernetes, Docker, CI/CD and the like. It all poured into one container, which I covered with a lid with the word DevOps due to lack of time and partly my own laziness.

But other projects put me in a position where I had to lift the lid of DevOps and carefully examine and understand every concept that was hidden there.

Transformation Using Kubernetes and Docker

Kubernetes allowed me to deploy and orchestrate Docker images, giving me tremendous flexibility and the ability to scale to current needs without downtime. This transition was a turning point – suddenly we could dynamically add or subtract funds according to actual need.

Implementation of CI/CD

The introduction of CI/CD (Continuous Integration/Continuous Deployment) further automated the entire development and operational process. With CI/CD, we have complete control over the automation process, enabling faster deployment of new features and fixes with minimal disruption to operations.

Consequences and Benefits

Properly understanding and learning to use these tools was key to transforming my thinking and approach to running IT. Today, containerization and DevOps practices help me significantly even in new projects, when I can offer customers probably the most appreciated features of the solution from the point of view of operation, such as high availability, monitoring and, based on the output of the monitoring, automated scaling actions, service restoration and others.

#GEM #System #IT #containerization #virtualization #cloud #storage