Manuel Pasieka
AI Engineer
Experience
AI Engineer
Misumi Europe GmbH & Motius GmbH
- Designed and built a next-generation NLP platform to accelerate sales-driven customer service through intelligent request analysis and routing, reducing average customer query response time by 30%.
- Architected a hybrid NLP system combining Large Language Models (LLMs) with traditional NLP pipelines for robust, explainable results.
- Developed request classification and routing mechanisms to accelerate customer support teams in handling customer queries faster and more accurately.
- Optimized LLM based data extraction and classification with context engineering.
- Integrated the platform into customer service processes, reducing response times and enhancing workforce efficiency.
AI Solution Architect
CANCOM Austria AG
- Lead architect of an AI agent platform for enterprise knowledge management powered by LLMs and RAG.
- Designed and implemented an extensible Python-based agent framework.
- Architected retrieval pipelines with Azure AI Search for secure, high-performance access.
- Built customer-specific RAG workflows and integration with enterprise systems.
- Mentored junior developers and shaped team best practices.
AI Consultant
Kapsch TrafficCom AG
- Acted as a trusted advisor to C-level executives, translating business needs into technical roadmaps and presenting ROI analyses for AI investment.
- Provided strategic consulting on LLM integration in business processes.
- Evaluated feasibility and ROI of LLM-driven prototypes.
- Identified high-impact automation opportunities.
- Proposed AI use cases to modernize workflows and optimize costs.
CEO
Pasieka AI Solutions GmbH
- Providing AI consultancy and tailored solutions with a focus on secure LLM adoption.
Founder
Pallas
- Created Pallas, a knowledge management platform leveraging RAG for secure enterprise document intelligence.
- Developed a containerized microservice architecture for on-prem/VPC deployment.
- Integrated multiple knowledge bases (Confluence, SharePoint, File Servers).
- Implemented hybrid search with query and document expansion.
- Optimized open-source LLMs for enterprise Q&A and retrieval.
AI Consultant
mySugr GmbH
- Trained employees on LLM fundamentals.
- Designed LLM-based process automation proofs of concept.
- Conducted feasibility and impact studies for scaling AI solutions.
AI Architect
Brantner Digital Solutions GmbH
- Designed and prototyped a dataset manifest and MLFlow integration for tracking datasets and retraining models.
- Built visualizations for comparing model performance.
Tech Lead & Data Engineer
Siemens AG & Motius GmbH
- Led development of a cloud-based spare part observability platform for Siemens customers.
- Re-architected the data processing backend to improve reliability.
- Built a multi-tenant scale-to-zero architecture to optimize cloud costs.
- Enhanced data models and database access for performance gains.
Tech Lead & Data Engineer
CARIAD
- Developed an analytics platform for extracting insights from voice-based customer interactions.
- Built and maintained speech-to-text pipelines and NLP models for topic and entity extraction.
- Delivered Tableau dashboards to support business analysts with real-time insights.
Founder & Host
Austrian Artificial Intelligence Podcast
- Showcasing academia and industry AI innovations.
Senior Machine Learning Engineer
MOSTLY.AI
- Developed the synthetic data generation engine protecting privacy while maintaining data utility.
- Designed and improved encoding types for structured data.
- Built internal tooling for reproducible ML training.
- Delivered customer proofs of concept with technical guidance and product expertise.
- Created ML-focused training material and mentored junior scientists.
Data Scientist
Craftworks GmbH
- Delivered data science projects across industries, focusing on applied machine learning and customer needs.
Scientific Software Engineer
Vienna Biocenter Core Facilities
- Developed software platforms for neuroscience research.
- Built data analysis pipelines for neuronal activity and behavior classification.
- Designed hardware control software for experiments.
- Created data visualization and network analysis tools.
Research Assistant
Universidad Politécnica de Valencia
- Built a simulation environment controlled by a stationary replica of an autonomous vehicle.
Embedded Systems Engineer
Adaptivia GmbH
- Designed low-power SoC embedded systems for underground wireless sensor networks.
Summary
I help development teams and organizations turn AI concepts into production-ready systems. My strength lies in bridging the gap between cutting-edge AI research and practical software delivery — enabling teams to build reliable, scalable AI products faster and with less risk. As an AI Solution Architect & Consultant with over 15 years of hands-on experience, I focus on designing secure, high-impact AI platforms for enterprises — particularly AI Agent systems based on LLM and RAG workflows — while ensuring robust data protection and governance compliance.
Skills
Ai Strategy & Consulting
Ai Use Case Discovery
Feasibility & Roi Analysis
Executive Guidance
Responsible Ai & Data Governance
Ai Adoption Roadmaps
Architecture & Engineering
Ai Agent Frameworks (Ms Copilot Studio, Pydantic Agents, Langchain)
Llm & Rag Systems
Vector Databases (Qdrant, Ms Ai Search)
Model Fine-tuning & Serving (Axolothl, Unsloth, Vllm, Tgi)
Cloud-native & Scalable Microservice Architecture
Python
R
Matplotlib
Java
Mlops & Cloud
Aws
Azure
Kubernetes
Docker
Terraform
Sagemaker
Mlflow
Data Engineering & Infrastructure
Data Pipelines
Workflow Orchestration
Spark
Airflow
Redis
Opentelemetry
Fastapi
Leadership & Team Enablement
Tech Leadership
Mentoring & Training
Outcome-focused Product Development
Cross-functional Collaboration
Languages
Education
Universidad Internacional de La Rioja
MSc Artificial Intelligence · Artificial Intelligence · Spain
Universidad Politécnica de Valencia
MSc Parallel & Distributed Computing · Parallel & Distributed Computing · Valencia, Spain
Technical University of Vienna
BSc Computer Science · Computer Science · Vienna, Austria
Certifications & licenses
AWS Certified Cloud Practitioner
CompTIA Security+
Google Cybersecurity
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