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.
Industries Experience
See where this freelancer has spent most of their professional time. Longer bars indicate deeper hands-on experience, while shorter ones reflect targeted or project-based work.
Experienced in Information Technology (9 years), Biotechnology (7.5 years), Media and Entertainment (5 years), Manufacturing (3.5 years), Automotive (2.5 years), and Education (1 year).
Business Areas Experience
The graph below provides a cumulative view of the freelancer's experience across multiple business areas, calculated from completed and active engagements. It highlights the areas where the freelancer has most frequently contributed to planning, execution, and delivery of business outcomes.
Experienced in Research and Development (17.5 years), Product Development (16.5 years), Information Technology (13 years), Business Intelligence (3.5 years), Customer Service (0.5 years), and Strategy (0.5 years).
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
Profile
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