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Data & AI

Advanced data engineering and management

Are you reaching your technical limits in the field of data & AI?

We transform and operate your data and AI stacks, delivering comprehensive end-to-end services. From cloud data warehouses and -lakehouse architectures to production-ready AI agents. Our services include strategic consulting, data engineering and modeling, platform operations, and AI implementation. Governance, advanced analytics methodologies, and 24/7 support are integral parts of everything we do.

Data & AI Management

Data strategies, AI management, SAP and innovative AI solutions with proof-of-concept and proof-of-value
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Data Platforms

Specialists for cloud data warehouses, lakehouse architectures and modern data stacks.
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Data Architecture & Governance

Data Management, creation of data catalogs, ensuring compliance, implementation of governance policies.
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Data Engineering

Data Engineering, technical consulting, implementation and provision of tooling & infrastructure.
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Migration & Optimization

Complex migration and optimization projects, AI-supported code migration, database upgrades, and platform consolidation
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Transformation & Interfaces

ETL & API standardization, transformation of API layers, comprehensive API management.
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Reporting & Visualisization

Data-based decisions through reporting solutions and self-service BI, IT solutions on low-code platforms.
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Operations & MLOps

Optimization of operations and MLOps through cloud services, 24/7 data operations, data quality and observability solutions
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AI Engineering

AI solutions, RAG-based copilots, agent-based AI, service-as-software solutions, intelligent agents
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Products in Data & AI

Innovative solutions such as Amonga for API conversion and integration, and your AI assistant Ozgar.ai for understanding complex legacy applications.
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Data & AI Management

We deliver pragmatic, outcome-driven data and AI strategies that align your business priorities, regulatory requirements and enterprise roadmaps. Together we define the target operating model, roadmaps and first steps—from data strategy and AI integration to pilots, proof of concepts, and proof of value modeling. We also optimize your data foundation for regulatory reporting and embed AI & agents into your business processes.

Use Case: Pioneering Cloud Data Solutions

The challenge
Two large German banks were faced with the challenge of updating their digitalization programs. They needed a strategy for using Snowflake, decommissioning legacy systems and meeting compliance requirements.

The solution
We provided comprehensive advice, created strategic roadmaps and planned Snowflake use cases. We supported investment decisions and ensured compliance with regulatory requirements.

Customer
Two leading banks in the DACH region

Data Platforms

We are experts in modern data platforms, delivering high-performance, scalable solutions across data management and analytics. As specialists in cloud data warehouses (including Snowflake, Azure, and Google Cloud), lakehouse architectures (such as Databricks), and modern data stacks, we build future-ready data infrastructures. We combine technical excellence with smart solutions for EU-wide hybrid environments. Including streaming, real-time processing, and FinOps cost controls.

Use case: Data Platforms for Non-Profits

The challenge
Non-profit organizations face the challenge of effectively managing their data to understand and engage with donors. They need a solution that enables them to report, analyze and gain valuable insights.

The solution
We develop customized data platforms that are tailored to the specific needs of nonprofits. Our platforms use advanced technologies such as Snowflake, DataFactory, Python and PowerBI to create an integrated data hub that enables an optimized customer journey and effective marketing.

Customer
A large humanitarian non-profit organization

Data Architecture & Governance

We establish ownership, stewardship, and discoverability through operational data catalogs, lineage, and data quality SLAs. Our governance and catalog services significantly reduce time for analysis and improve audit readiness. Our data architecture advisory delivers target- architectures, integration patterns, and migration paths—with a clear focus on balancing cost efficiency, resilience, and compliance.

Use case: GDPR compliance - system for automatic removal of personal data from bank databases

The challenge
The bank was faced with the need to comply with the GDPR by automatically deleting personal data from its databases to prevent data protection violations.

The solution
The solutionAn API-based privacy broker service solution was implemented to act as an intermediary for data deletion. This solution enables the automatic removal of data in accordance with GDPR and supports manual deletion operations by bank staff.

Customer
Offers a wide range of financial products, including loans, cards, insurance and deposit accounts

Data Engineering

Our data engineering services cover technical advisory, implementation services and provision of toos & infrastructure. Our capabilities also include database development for both cloud and on-premises environments (Oracle, SQL Server, PostgreSQL, etc.), ranging from data modeling to performance tuning. We specialize in modernizing legacy systems and leverage AI-driven automation to optimize data processing and analytics. This enables you to tackle complex data challenges and future-proof your data architecture.

Use case: Core banking data migration after bank merger

The challenge
Our client was faced with the challenge of operating a third-party bank following a merger. Our task was to migrate all core banking data from the third-party bank to their own core banking system and to achieve this in just a few days by January 1st.

The solution
We created an optimized data mapping between the core banking systems. The data migration went smoothly and we ensured business continuity after the go-live.

Customer
A German bank with a focus on investment portfolios.

Transformation & Interfaces

We standardize ETL and ELT through pattern libraries, templates, and governance—ensuring consistent data transformations with significantly reduced maintenance effort. Our APIs and integrations, built on governed interfaces, schema versioning, and lifecycle management, make data securely available to applications and partners. Our cloud migration expertise increases the agility and scalability of your IT infrastructure.

Use case: Connect insurance companies to car dealers' point-of-sale applications

Die Challenge
The customer required software that would enable car dealers to sell insurance products to their end customers. For this purpose, it should be possible to calculate and offer insurance policies from various insurance companies at the car dealership's point of sale.

Die Lösung
We have developed a Java backend application that orchestrates insurance APIs and enables data mapping via a graphical user interface. Thanks to the development of the application, which is integrated with the necessary APIs of insurance companies, car dealers can expand their product portfolio by offering insurance policies from various insurance companies to their end customers via their point-of-sale applications.

Kunde
IT service provider specializing in the development and support of software solutions specifically for the automotive industry

Reporting & Visualisization

Make data-driven decisions with our modern reporting solutions and self-service BI tools. From management dashboards to advanced data visualization, we provide IT solutions that enable users with little prior technical knowledge to independently create reports and analyses.

Companies using Sage b7 ERP benefit from Sage BI and Microsoft Power BI, which transform ERP data into real-time insights through dashboards and automated reports. This is complemented by AI-powered analytics, anomaly detection, automation, and natural-language querying. All of this is built on trusted, quality-assured enterprise data, ensuring strong governance at every level.

Use case: Data Platforms for Major Sports League

The challenge
A major sports league needed a centralized data platform for real-time analytics to serve clubs, fans and media. The complexity lay in the selection of the tech stack, data migration, integration with web and APIs and the replacement of legacy systems.

The solution
We implement a robust data center in the Azure cloud that works with Microsoft Fabric, DataFactory and PowerBI. This solution enables seamless data flows and analytics that deliver value to all stakeholders.

Customer
A leading national sports league

Operations & MLOps

We optimize operations and MLOps through a holistic approach that encompasses DevOps and managed cloud services, 24/7 data operations, change management, cost control and advanced data quality and observability solutions. We apply proven cybersecurity and data loss prevention (DLP) best practices to ensure the protection of your data and systems. Through comprehensive model lifecycle management and database administration, we ensure the performance, reliability, and resilience of your data models and infrastructures.

Use case: API that provides account related information based on data intelligence

The challenge
The requirement was to provide account-related information based on transactional data sufficient to analyze a natural person's lifestyle and preferences, for example, to create offers for insurance.

The solution
We have developed a Java API for data intelligence that uses machine learning to analyze banking information for personalized offers. It helps insurance companies and financial institutions to create offers and check creditworthiness.

Customer
Germany's leading provider of open banking and open finance solutions

AI Engineering

We design, implement, and operate enterprise-grade AI solutions —from RAG-based copilots and agentic AI to service-as-software solutions where intelligent agents autonomously execute tasks. Our approach combines technical excellence with strong governance: evaluation frameworks, guardrails, cost controls, and human-in-the-loop escalation ensure production-ready AI systems. From AI integration and pilots to AI augmentation and an AI PoC factory, we deliver the complete package.
What does this mean? Our engineering services include agent architecture (task decomposition, tool orchestration, multi-agent coordination, MCP), enterprise integration (connecting agents to data platforms, APIs, and business processes), regulation and control (evaluation, guardrails, cost budgets, human-in-the-loop), and operational readiness (telemetry, audit trails, staged rollouts).
Use case: A bank-wide SAS-to-Python migration

The challenge
The bank wanted to convert its reporting and business analyses from SAS to Python. Internal implementation was almost impossible due to high cost estimates and resource blocking.

The solution
We combined our LegacyLift tool with our IT resources and a small banking team to achieve significant savings. We achieved a 60% improvement on low complexity, 50% on medium complexity and 40% on high complexity. We also achieved a 20% improvement in SAS-generated ETL processes and 50% overall savings compared to the fully human-led code migration.

Customer
A well-known banking group

Products in Data & AI

We are the creators of Amonga and Ozgar.ai , two offerings in the data and AI space.
We work with fintechs, SaaS providers, and consulting firms, offering Amonga for integration at end customers. Amonga is a simple, developer-friendly API integration product suite with a powerful user interface, purpose-built for enterprise use cases. It comes preconfigured with industry-standard formats (payments, banking, insurance, and more) to enable fast and high-performance integrations. As part of SPG, Amonga offers a broad range of SLAs to support both real-time and batch adapter integration flows.
For AI-driven code migration (e.g., SAS to Python or SQL for Databricks or Snowflake), we provide specialized services as part of our Migrations & Optimizations offering.
Ozgar is your AI assisted tool to understand, auto-document and revitalize your legacy- and complex applications.
Use case: Orchestration of car insurance processes and back-office processing

The challenge
Car dealerships had to connect customers quickly and directly with insurance companies when buying a new car, taking into account different offers and products and correctly handling non-standardized, frequently changing interfaces of the insurers.

The solution
We implemented the Amonga solution, which acts between the dealership's POS application and the insurance companies. Amonga enables flexible customer data mapping and simple GUI-based maintenance of mappings to insurers. Hosted and managed by Specific-Group, the application processes around 60,000 requests to insurers every week.

Customer
The customer is from the automotive industry

Migration & Optimization

We plan and execute complex migration and optimization initiatives , ranging from AI-assisted code migration and database upgrades to platform consolidation. AI-assisted code migration enables guided refactoring of legacy SQL and PL/SQL to modern platforms. Our services also include database migrations for Oracle and SQL Servers, with license optimization, workload offloading, and right-sizing to reduce total cost of ownership (TCO). Regardless of the project, our approach combines automation with human expertise—helping elevate your business objectives to the next level.

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Cloud & Infrastructure

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Software

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Legacy Support & Migration