Martin Musiol - AI Product Owner for Generative AI

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Munich, Germany

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Experience

Mar 2025 - Present

1 year 8 months

Cologne, Germany

Product Owner AI Learning Platform

B2B Tech Scale-Up

Agile development of a multimodal analysis platform for training materials (video, audio, documents) using Scrum
Extraction of context-relevant content based on user profiles & competency dimensions
Personalized delivery of learning content to improve sales performance
Close coordination with sales teams & stakeholders to validate features
Use of Gemini, Whisper, Python & JavaScript, deployment on AWS, Perl for scripting data imports
Integration into existing tools & CRM systems for smooth adoption
Technologies used: Python, OpenAI, DB tech such as PostgreSQL, CI/CD for AirFlow DAGs, FastAPI

Jan 2025 - May 2025

5 months

Rome, Italy

AI Specialist

International Organization

Agile development and rollout of AI agents for more than 4,000 users worldwide using SAFe
Responsibility for technical implementation and requirements management
Development of an agent infrastructure for multiple business areas (Knowledge, Research, Assistance)
Integration into existing systems via Microsoft Copilot, Copilot Studio and Power Automate
Deployment of agents on Azure, taking governance and security on Linux systems into account
Promotion of an AI-ready culture through enablement & change management measures
Technologies used: Python, OpenAI, DB tech such as PostgreSQL, CI/CD for AirFlow DAGs, FastAPI

Oct 2024 - Present

2 years 1 month

Toronto, Canada

CTO Center AI - AI Callcenter Platform

VC backed Venture

Agile development of a system for generating AI call center agents for Shopify & other shops using Scrum
Customer support by phone with real-time queries about returns, products & orders
Architecture design & technical leadership of frontend, backend & database (PostgreSQL) on Linux systems, Perl for scripting data imports
Development of a RAG system with a real-time API (OpenAI) for semantic answer generation
Integration of customer policies & product data into agent-specific knowledge bases
Mobile app development with Kotlin
Technologies used: Python, OpenAI, LangChain, Qdrant, Supabase, V0.dev

Jun 2023 - Present

3 years 5 months

AI Specialist – Bank of Stories

Startup

Development of an AI agent for conducting interviews & extracting stories
Storage & structuring of user stories (“Story Banking”)
Matching stories with user goals to unlock suitable learning modules
Backend integration of OpenAI for NLU & personalized recommendations using Context-Engineering
Use of Perl for data preparation and parsing historical data to capture and structure personal life stories

Jun 2023 - Mar 2024

10 months

Marseille, France

Generative AI Lead EMEA

Logistics/Shipping Corporation

Development of a RAG system to answer customer inquiries based on internal documents
Responsibility for requirements management with stakeholders & technical coordination of the development team
Reduction of manual response times by up to 80% worldwide
Introduction of the system in several regions with a focus on efficiency and scalability
Use of Linux expertise (Bash, Shell, file management, processes and networks) for efficient deployment, monitoring and maintenance of the system infrastructure
Improvement of agent productivity through instant response suggestions from structured knowledge
Technologies used: Python, Azure Cognitive Search, LangChain, OpenAI, SharePoint, DB tech such as PostgreSQL, CI/CD for AirFlow DAGs, FastAPI

Jan 2023 - Dec 2023

1 year

London, United Kingdom

Tech Lead – AI Automation

HSBC

Development of an AI system to pre-fill Credit Review forms
Integration of internal databases to automatically answer relevant fields
Reduction of the error rate by a factor of 10
Leading the technical implementation, including data pipeline, model architecture & QA
Use of Linux skills (Bash, Shell, processes and networks) to automate data pipelines and ensure system stability
Close coordination with Risk & Compliance teams to ensure regulatory requirements
Technologies used: Python, OpenAI, DB tech such as PostgreSQL, CI/CD for AirFlow DAGs, FastAPI, Perl for scripting data imports

Jun 2022 - Dec 2022

7 months

Stuttgart, Germany

Project Manager

Automotive Supplier

Development of an ML system for sample classification using Support Vector Machines
Leadership of an interdisciplinary team of Data Scientists & process engineers
Integration of the model into quality inspection along the production line
Improvement of detection accuracy and reduction of manual inspection effort
Close collaboration with Production IT & plant management

Jan 2020 - Dec 2021

2 years

Nuremberg, Germany

IBM Data Science Manager

Bundesagentur für Arbeit

Project responsibility & budget growth from 1,6 Mio. € to 2,6 Mio. € annually
Development of deep learning models to extract structured data from forms
Agile integration of the models into existing processes with a focus on scalability & security according to SAFe and Scrum
Introduction of CI/CD pipelines, containerization with Docker & Kubernetes on Linux systems
Implementation of an MLOps pipeline: MLflow, Kubeflow, Apache Airflow
Optimization of processing speed & data quality in operational use

Mar 2019 - Jul 2019

5 months

Frankfurt, Germany

Data Scientist / Reinforcement-Learning Engineer

Deutsche Bahn

Agile implementation (Scrum, Kanban) of a reinforcement learning approach to optimize change processes (shorter cycle times, less rework)
Definition of the reward function and state/action space; training on historical process data, pilot evaluation
Development of a service-oriented architecture with FastAPI for inference endpoints; persistence and feature storage in PostgreSQL on Linux systems
Working in Scrum with IBM Consulting and DB business units
Result: measurable process acceleration in pilots and a reliable basis for the rollout decision
Technologies used: Python (FastAPI, NumPy/Pandas), PostgreSQL, CI/CD for Apache Airflow DAGs, Perl for data preparation & parsing of historical data

Jun 2018 - Feb 2019

9 months

Munich, Germany

Data Scientist / ML Engineer

Automotive OEM

Development of a data analysis pipeline for flow production (cycle time, OEE, quality and downtime analyses)
Development of ML-based anomaly and drift detection; root cause analysis using feature importance and correlation studies
Agile development of ETL workflows and REST services with FastAPI; data modeling and persistence in PostgreSQL on Linux systems; creation of internal dashboards
Close collaboration with Production IT and plant management; introduction of data quality checks and monitoring
Result: faster identification of disruption causes and reduced downtime in the pilot lines
Technologies used: Python (Pandas/Scikit-Learn), FastAPI, PostgreSQL, Perl for scripting data imports

Jan 2016 - Present

10 years 10 months

Speaker, Founder, Author

GenerativeAI.net

Conducting practical upskilling workshops for tech & business teams
Founder of GenerativeAI.net – a leading platform for education & consulting in the field of Generative AI
Author of the world’s first book on Generative AI: “Generative AI – Wie Maschinen lernen zu schreiben”
Developer of the first online course on Generative AI (since 2016)
Focus on application, strategy & transformation through Generative AI

Industry experience

See where this freelancer has spent most of their professional time.

Experienced in Education, Information Technology, Professional Services, Government and Administration, Transportation, and Banking and Finance.

Education

Information Technology

Professional Services

Government and Administration

Transportation

Banking and Finance

Business area experience

See which departments and functions this freelancer has contributed to most.

Experienced in Information Technology, Research and Development, Strategy, Product Development, Project Management, and Business Intelligence.

Information Technology

Research and Development

Strategy

Product Development

Project Management

Business Intelligence

Skills

Industry Experience

Pharma
Automotive
Telecommunications
Logistics / Supply Chain
E-Commerce
Saas / Cloud Software
Financial Services
Retail
Energy
Media & Entertainment

Consulting Topics And Areas Of Focus

Ai & Data Strategy
Generative Ai Productization (Llm Fine-Tuning, Rag, Prompt Engineering, Go-To-Market)
End-To-End Mlops & Ml Governance (Ci/Cd, Feature Stores, Monitoring)
Full-Stack & Microservices Development For Ai Products
Cloud-Native Architectures & Devops Automation (Aws, Gcp, Azure, Kubernetes)
Scalable Data & Analytics Platforms (Data Lakehouse, Real-Time Streaming)
Ai Enablement & Change Management In Sales And Operations
Lean Digital Product & Portfolio Management (Okr, Dual-Track Agile)
Lean Process Design & Value Stream Optimization
Responsible Ai, Compliance & Data Protection (Eu Ai Act)

Methods

Crisp-Dm
Design Thinking
Dual-Track Agile
Lean Startup
Okr Framework
Safe / Devsecops
Domain-Driven Design (Ddd)
Ci/Cd
Event Storming
Value Stream Mapping
Data Mesh Principles
Responsible Ai Impact Assessment

Software

Python
Typescript
Node.Js
Fastapi
React
Next.Js
Pytorch
Tensorflow
Hugging Face Transformers
Langchain
Mlflow
Kubeflow
Apache Airflow
Docker
Kubernetes
Terraform
Aws (S3, Lambda, Sagemaker)
Gcp (Bigquery, Vertex Ai)
Azure (Ml, Openai)
Databricks
Snowflake
Kafka
Github Copilot
Cursor Ai
Amazon Q Developer
Chatgpt
Anthropic

Languages

German

Native

English

Advanced

Polish

Advanced

Italian

Elementary

Education

Leuphana University

B.Eng. · Automation & Electrical Engineering · Lüneburg, Germany

Technische University München

M.Sc. · Computational Science and Engineering · Munich, Germany

Statistics

Experience

Total positions 11

Experience in Education 11 y

Avg length 2 y 1 m

Longest experience 10 y 9 m

Global experience

Countries worked in 5 (Germany, Italy, Canada, France, United Kingdom)

Primary country Germany

Expertise

Recent roles Product Owner AI Learning Platform, AI Specialist, CTO Center AI - AI Callcenter Platform

Main industries Education, Information Technology, Professional Services

Main business areas Information Technology, Research and Development, Strategy

Qualifications

Highest degree Master

Profile

Member since

September 2025

Last update

October 2026

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Frequently asked questions

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Martin is based in Munich, Germany.

Martin speaks the following languages: German (Native), English (Advanced), Polish (Advanced), Italian (Elementary).

Martin has at least 11 years of experience. During this time, Martin has worked in at least 11 different roles and for 11 different companies. The average length of individual experience is 1 year. Note that Martin may not have shared all experience and actually has more experience.

Based on recent experience, Martin would be well-suited for roles such as: Product Owner AI Learning Platform, AI Specialist, CTO Center AI - AI Callcenter Platform.

Martin's most recent position is Product Owner AI Learning Platform at B2B Tech Scale-Up.

In recent years, Martin has worked for B2B Tech Scale-Up, International Organization, VC backed Venture, Startup, and Logistics/Shipping Corporation.

Martin is most experienced in industries like Education, Information Technology, and Professional Services. Martin also has some experience in Government and Administration, Automotive, and Transportation.

Martin is most experienced in business areas like Information Technology, Research and Development, and Strategy. Martin also has some experience in Product Development, Project Management, and Business Intelligence.

Martin has recently worked in industries like Education, Information Technology, and Professional Services.

Martin has recently worked in business areas like Information Technology, Research and Development, and Strategy.

Martin holds a Master in Computational Science and Engineering from Technische University München and a Bachelor in Automation & Electrical Engineering from Leuphana University.

The availability of Martin needs to be confirmed.

Daily rate distribution

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<€960 €960-1120 €1120-1280 €1440+

The rates shown represent the typical market range for freelancers in this position based on recent contracts on our platform.

Average rates for similar positions

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Daily rate avg. 1048 €

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Median rate 980 €

The median daily rate is the middle value of all daily rates — half of comparable freelancers charge less, half charge more. Unlike the average, it is barely affected by outliers.

Calculated based on our freelancers’ daily rates as of 18 Oct 2026. Actual rates may vary depending on seniority level, experience, skill specialization, project complexity, and engagement length.