Manuel

Über mich

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

Expert:in

Künstliche Intelligenz

AI Development

Agile Development

Data Analysis

Python

AI Consulting

Fortgeschritten

Solution Architecture

Data Engineering

Cloud Computing

Azure Cloud

Grundkenntnisse

Cyber Security

PostgreSQL

CI/CD

Docker

Terraform

Projekte

Misumi Europe GmbH & Motius GmbH – AI Engineer

Misumi GmbH

2025 — heute
Designing and building a next-generation NLP platform to accelerate customer service tickets. 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.
CANCOM AUSTRIA AG – AI SOLUTION ARCHITECT (05/2024 – 07/2025)

2024 — 2025
Leading the design and implementation of a multi-tenant AI Agent platform for enterprises. Enabling employees and customers to access company knowledge through chat, while ensuring data governance and compliance.

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.
Kapsch TrafficCom AG – AI Consultant (05/2024 – 12/2024)

2024 — 2025
Accelerating innovation initiatives with technical and strategical advice on how to apply generative AI to the creation of requests for proposals (RPF).

Acted as a trusted advisor to C-level executives, translating business needs into technical roadmaps and presenting ROI analyses for AI investment.

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.

Alle Projekte ansehen

Berufserfahrungen

MOSTLY.AI – Senior Machine Learning Engineer (06/2020 – 04/2022) · Vollzeit

2020 — 2022
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 PoCs with technical guidance and product expertise.

Created ML-focused training material and mentored junior scientists.
Vienna Biocenter Core Facilities – Scientific Software Engineer (06/2012 – 10/2019) · Vollzeit

2012 — 2019
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.
Universidad Politécnica de Valencia – Research Assistant (09/2011 – 10/2012) · Werkstudium

2011 — 2012

Built a simulation environment controlled by a stationary replica of an autonomous vehicle.

Alle Berufserfahrungen ansehen

I help development teams and organizations turn AI concepts into production-ready systems.

Über mich

Skills

Projekte

Berufserfahrungen

So funktioniert Junico

Manuel ist Freelancer:in bei Junico