AI Adoption Services & Engineering
Modernization and cloud adoption programs across EG’s portfolio vertical software companies.
Scalability architectures, technology strategy, and modernization roadmaps,
Technology radar and strategic standards, guiding adoption of LLMs/AI technologies
Founding CTO (Interim). Guided technology strategy, scalability and product design for a HR mobile automation platform
Product development , product roadmap and product spin-offs
HRobots (earlier operating as Shared Masters) is a Polish HR-tech startup focused on building modern digital tools for employee onboarding, workforce management, and productivity tracking. Its flagship product, FastOnboarding, was designed as a lightweight SaaS platform to help organizations streamline the onboarding process for new employees—reducing administrative overhead, accelerating time-to-productivity, and improving the employee experience.
Over time, the company expanded its portfolio with additional applications and modules, including a Timesheet/Clock-IT solution for workforce time tracking and productivity monitoring. The startup experimented with various iterations of the platform, gradually modernizing its architecture to support scalability and broader adoption.
I was engaged in HRobots from its earliest stage, initially advising the founder on technology strategy and product architecture. At that time, the company operated under the name Shared Masters.
Technology Stack & Architecture Advisory – Defining the initial product architecture and selecting the appropriate technology stack to ensure scalability and long-term viability.
Authoring the MVP & Pilot Product – Personally designing and building the first working version of the FastOnboarding application, which served as the foundation for the startup’s product journey.
Iterative Development & Subprojects – Leading and contributing to further iterations, including the Clock-IT timesheet product and additional HR process automation features.
Scalability & Performance Improvements – Conducting technical audits and resolving architectural bottlenecks as the platform grew.
Strategic Technology Guidance – Supporting decisions on modernization, cloud adoption, and long-term technical strategy.
This role was much more fundamental and hands-on compared to my involvement in later startups: I was not only the architecture advisor but also the initial builder of the MVP and an ongoing contributor to the platform’s technical evolution.
Strategic Technology Advisor & Solution Architecture Consultant
Engagement: SaaS Transcription & Voice AI Platform
Served as external advisor to the founders of Stenograf, an EU-funded R&D project (~PLN 1.1M funding under Operational Program Intelligent Development).
Provided architectural reviews and consultations on scalability, performance, resiliency, and security of the platform.
Guided technology stack validation (Angular front-end, Firebase/AWS cloud services) and best practices for SaaS design.
Helped shape the product’s robustness for diverse user segments: researchers, journalists, educators, and enterprises.
Ensured the platform’s design aligned with industry standards for multi-format export (subtitles, captions, transcripts) and collaboration features.
As an external technology advisor to WeImpact’s Stenograf project, I provided architectural reviews and consultations focused on ensuring the platform’s scalability, performance, resiliency, and security. My role involved assessing the chosen technology stack—primarily built around Angular and Google front-end frameworks, supported by cloud services such as Firebase and AWS—and advising on best practices for designing a transcription SaaS that could reliably serve diverse users at scale. I contributed both in short, targeted sessions and longer consultations, bringing my experience as an IT architect and solution architect to help the team validate critical design decisions and strengthen the robustness of their overall solution.
A Polish AI startup with the motto “WE humans impact AI,” focused on accelerating the adoption of human‑centered voice AI solutions. Headquartered in Olsztyn and Warsaw, Poland. The company is involved in other AI-related offerings as well, such as DataLabeling.EU for data annotation and remote teams for scaling AI operations.
Stenograf is an R&D project co‑financed by the European Union under the Operational Program Intelligent Development 2014–2020. It received ~PLN 1,120,000, of which ~PLN 896,000 came from European funds.
Launched around 2019, the project produced a SaaS tool offering:
Automatic speech-to-text transcriptions
Subtitling (including time‑synchronized captions)
Manual transcription and correction options for higher accuracy
The main user segments include researchers, transcribers, marketers, journalists, as well as educational and public institutions.
The tool offered both fully automated and human‑assisted transcriptions, delivered as downloadable files in formats such as .srt, .vtt, .doc, .txt, .pdf, and even hard‑subbed video exports.
Designed for simplicity: users upload or link a file, choose the language, and the system processes it—typically in about ¼ the length of the content—then allows editing before exporting.
Pricing: tiered subscription plans (“mini”, “team”, “business”) with pay‑as‑you‑go options priced around 30 PLN net (~36.90 PLN gross) per hour of transcription. Additional credits/hours were available, with time-limited validity.
Additional features: collaborative editing panels, manual correction services, transparency on data privacy (Stripe for payments), and multi-format export.
AI/NLP-based GDPR & Data Mining Platform
Conceived and built a breakthrough platform for personal data discovery and identity resolution in Polish language.
Introduced real-time, on-stream data scanning (ahead of industry incumbents).
Led product roadmap, investor presentations, and initial client deployments.
Lead Solution Architect
Engagement: Enterprise Service Bus (SOA/ESB)
Designed integration backbone for enterprise banking systems.
Advised on long-term architecture standards.
Lead Enterprise Architect / Solution Architect
Engagements:
Enterprise Data Warehouse & Big Data Lake – defined architecture, led pilot & rollout (IBM Netezza, Cognos, Hadoop).
Microservices Strategy – guided feasibility and adoption of ESB/microservices across key banking and telco systems.
Lead Solution Architect
Engagement: Global E-commerce Inventory & Order Management
Designed architecture for multi-country order management (Oracle ATG, IBM ESB).
Supported design authority in aligning global business & IT capabilities.
Technology Strategy Consultant | Enterprise Architect | Solutions Architect
Engagements included:
Orange & Vodafone – CRM & Order Management strategy and implementations.
PKO BP & Ministry of Interior (Poland) – citizen registries, payment platforms, SOA/ESB architecture.
ABB (Switzerland) – backup systems consolidation strategy.
Raiffeisen Bank (Romania) – enterprise integration & SOA feasibility.
City of Wrocław – smart city traffic management systems.
Led a pioneering enterprise architecture study for one of Romania’s largest banks, exploring the adoption of Service-Oriented Architecture (SOA) well before the microservices era. Introduced innovative methods for mapping business capabilities into service compositions, including capability heatmaps and decomposition techniques. The project helped the client move from abstract SOA concepts to a concrete roadmap for building reusable business services, influencing future microservices thinking in the region.
Advised Play Telecom’s technology leadership on the future integration roadmap for the operator’s fast-growing IT landscape. Delivered a reference architecture and strategy for enterprise application integration, ensuring scalability and agility as new services were launched. The engagement operated at the CTO/board-level advisory tier, shaping long-term decisions on architecture standards and technology adoption.
Participated in one of the most innovative smart city projects in Central Europe at the time: the design of an intelligent traffic management system based on computer vision, video recognition, and real-time analytics. Responsible for the application architecture, spanning image processing, payments, and traffic optimization modules. The system aimed to dynamically manage urban traffic flows, integrating multiple technologies into a single city-wide solution.
Designed and implemented an IBM Sterling–based order management platform for a major telecom operator. My role spanned from business process design and solution architecture down to implementation details, ensuring that the system captured the end-to-end lifecycle of orders and integrated smoothly with existing systems. This was one of the first comprehensive order management solutions of its kind in the Polish telecom market.
Provided architecture design for a large-scale enterprise backup consolidation program, leveraging IBM Power platforms, Oracle, and DB2. The engagement focused on resilience, standardization, and cost optimization across ABB’s international operations.
Partnered with Poland’s largest bank to define its Service-Oriented Architecture (SOA) methodology and reference architecture at a time when SOA was still a new concept. The engagement addressed the challenge of service identification and design across hundreds of legacy systems, using IBM’s ESB platform as the backbone. Delivered a comprehensive reference architecture and design framework that guided PKO Bank’s multi-year transformation — one of the earliest and most ambitious SOA programs in the region.
Contributed as Enterprise Systems Integration Architect to the design and implementation of a national-scale electronic payment platform. Defined reference architecture and integration patterns, ensuring interoperability with the bank’s complex IT landscape.
Designed improvements and extensions to Poland’s national citizen registry (PESEL), one of the most critical government databases. Provided enterprise architecture design for secure, scalable registry systems, ensuring continuity of citizen identity services while incorporating new technology standards.
Led the solution architecture of an IBM BPM-based order management automation pilot for T-Systems. At a time when telecoms were struggling with order management complexity, this project demonstrated how business process automation could radically improve efficiency and reduce errors. The pilot served as a blueprint for broader adoption of BPM in large-scale telco environments.
Played a key role in one of the first large-scale telco CRM implementations in Europe, deploying PeopleSoft CRM (later Oracle) for Orange Poland. Focused on Order Management and Product Catalogue design, creating innovative approaches to tailor PeopleSoft to the specific needs of telecom services. The success of this implementation led to advisory work for Orange UK, where the lessons learned in Poland were leveraged to accelerate deployment and reduce customization risk.
At the start of my career, I joined American Management Systems (AMS, now part of CGI) and was assigned to one of the most ambitious telecom transformation programs in Europe at the time. Over a two-year engagement in Lisbon, I contributed to the implementation of Lucent’s Arbor billing platform together with a new customer care and contact center system, built largely from scratch.
Developed web-based customer care interfaces using Java, J2EE, and emerging front-end technologies.
Worked as part of an international, top-tier consulting team delivering mission-critical systems during the peak of the European mobile boom.
The project positioned Telecel (later rebranded as Vodafone Portugal) as a digital leader in subscriber growth and customer experience at the time.