Antonio M.-Senior PO/PM/Agile Master for AI/NLP/ML Products
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Experience
Senior PO/PM/Agile Master for AI/NLP/ML Products
Freelancer
- PO/PM for digital products such as Search, Recommendations & AI (IR/ML)-related projects, Knowledge and Document Management Systems, and Search with LLMs, RAG, and Knowledge Graphs
- Agile evangelist helping people, teams, and organizations work in an agile way
Senior PM/PO Search & Recommendation
StepStone GmbH
- Responsible for the product vision/roadmap of Search & Recommendations-related products such as push notifications, UX, and relevancy
- Continuous discovery of opportunities, improvement of Search & ML-related products, new search dimensions, and improved search relevancy and search UX
Search & E-Commerce Consultant
Freelancer
- Search and Recommendation projects, Knowledge and Document Management Systems
- Setting up e-shop systems (Shopware/Magento)
- E-commerce search-related projects (relevancy, autosuggest, query analysis, relevance/ranking improvement, using NLP for SEO/SEA)
Product/Project Manager Search
Scout24 Holding GmbH
- Internal consultant for local and vertical search (Immobilienscout24, Autoscout24, Jobscout24, FriendScout24, Local24)
- Improving search relevancy/ranking and search UX
- Implemented the first index search and introduced an agile development process
Computational Linguist
Fast Search & Transfer
- Designed and implemented finite-state transducers for recognizing named entities (people, measures, currencies, companies, locations) in Italian, Spanish, English, German, and Portuguese for FAST ESP
Computational Linguist
Pangora/Lycos Europe
- Wrote my thesis on 'Automatic Classification of Computer Products' with finite state transducers, with a precision of 96.50 %
- Supporting the search team, improving the search relevancy with linguistic dictionaries
Industry experience
See where this freelancer has spent most of their professional time.
Experienced in Professional Services, Information Technology, Retail, Automotive, and Real Estate.
Business area experience
See which departments and functions this freelancer has contributed to most.
Experienced in Product Development, Project Management, Research and Development, Information Technology, Strategy, and Marketing.
Summary
My way is a holistic agile approach!
The right answer comes from the right questions. Shape the future by questioning the present and learning from the past. I lead teams by questioning, empowering & inspiring them.
Skills
- Senior Po/Pm For Digital Products Such As Search, Knowledge And Document Management Systems, Ai Chatbots, Personalized Recommendations, Push Notifications, And Ai/Ml-Related Projects, As Well As B2b (Saas) Products For Mobile And Desktop.
- I Developed Product Vision And Strategy, And Evaluated Epics/Projects For Short- And Mid-Term Roadmaps (Based On Okrs), Resulting In Clear Strategic Direction And Alignment With Business Goals.
- I Led And Empowered Cross-Functional Teams To Focus On High-Value Initiatives, Which Generated Significant Business Impact And Boosted Overall Team Productivity.
- I Gained Deep Experience In Agile Product Development, Business Analysis, And Both Discovery (User-Centric, Data-Driven, Jtbd, Design Thinking, Lean & Agile) And Delivery Phases, Which Improved Prioritization And Execution.
- By Continuously Analyzing Data (Qualitative And Quantitative) And Mapping The Holistic Customer Journey With The Ux Team, We Identify User Pain Points And Unmet User Needs. I Uncovered New Business Opportunities, Leading To Higher User Satisfaction And Improved Conversion Rates (Cro).
- I Optimized Digital Products (B2b & B2c) Such As Search Ux, Relevancy/Ranking, Recommender Systems, Job Agents, And Push Notifications, Which Improved User Engagement And Experience, Based On A User-Centric Approach (Mvts And Mvps).
- I Personalized Search And Recommendation Engines Based On User Interactions, Which Increased Relevance And User Engagement (Cro) With Tailored Content.
- I Designed Conversational And E-Commerce Search Solutions Using Mvts Such As Bert And Chatgpt (Llms, Rag, And Knowledge Graph) Within The Product Ecosystem.
- I Drove Agile Transformation By Introducing Scrum, Kanban, The Spotify Model, And Safe Frameworks. I Also Promoted Okrs To Ensure Alignment With Agile Processes, Which Enhanced Team Efficiency And Focus.
- I Set Up A/B Tests Based On Well-Defined Hypotheses, Leading To Data-Driven Optimizations And Improved Conversion Rates.
- I Transitioned From Taxonomy To Ontology (Semantic Search) And Ai-Driven Search, Which Improved Search Accuracy And Relevance For Users.
Languages
Education
CIS - Centrum für Informations- und Sprachverarbeitung der LMU
Computational Linguistics · Munich, Germany
Università di Bari
Master of Arts · Linguistics and German Studies · Bari, Italy
Istituto Tecnico Commerciale di Ostuni
Secondary school diploma [baccalaureate] · Ostuni, Italy
Certifications & licenses
Statistics
Experience
Global experience
Expertise
Qualifications
Profile
Frequently asked questions
Have questions? Find more information here.
Antonio is based in Munich, Germany.
Antonio speaks the following languages: German (Native), Italian (Native), English (Advanced), Spanish (Elementary), French (Elementary), Portuguese (Elementary).
Antonio has at least 22 years of experience. During this time, Antonio has worked in at least 5 different roles and for 5 different companies. The average length of individual experience is 4 years and 8 months. Note that Antonio may not have shared all experience and actually has more experience.
Based on recent experience, Antonio would be well-suited for roles such as: Senior PO/PM/Agile Master for AI/NLP/ML Products, Senior PM/PO Search & Recommendation, Search & E-Commerce Consultant.
Antonio's most recent position is Senior PO/PM/Agile Master for AI/NLP/ML Products at Freelancer.
In recent years, Antonio has worked for Freelancer and StepStone GmbH.
Antonio is most experienced in industries like Professional Services, Information Technology, and Retail. Antonio also has some experience in Automotive and Real Estate.
Antonio is most experienced in business areas like Product Development, Project Management, and Research and Development. Antonio also has some experience in Information Technology, Strategy, and Marketing.
Antonio has recently worked in industries like Professional Services and Information Technology.
Antonio has recently worked in business areas like Product Development, Project Management, and Research and Development.
Antonio holds a Master in Linguistics and German Studies from Università di Bari.
Antonio has 5 certificates. Among them, these include: Certified SAFe 5 Scrum Master, Certified ScrumMaster®, and ITIL V3 Foundation Examination 1.
The availability of Antonio needs to be confirmed.
Daily rate distribution
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Average rates for similar positions
Rates are based on recent contracts and do not include FRATCH margin.
The average daily rate is the mean of all daily rates from recent contracts of comparable freelancers on our platform.
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 15 Sep 2026. Actual rates may vary depending on seniority level, experience, skill specialization, project complexity, and engagement length.
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