AI Product Manager and Engineer

Architected and built a GenAI-based automated asset-generation tool for social media campaigns using Nano Banana and Python. It takes a campaign brief, target audience, and two products as input, generates optimized prompts for image and text creation, and uses several functions for text positioning, visually appealing overlays, resizing, and structured uploads to AWS S3.

Engineered and built a multi-agent news intelligence platform with specialized roles including retriever agents (Tavily web scraping), synthesizer agents, and Claude as curator/orchestrator, demonstrating expertise in designing autonomous agent collaboration patterns for enterprise-grade information processing workflows using LangChain and RAG.

Building an autonomous customer service agent (n8n + LLMs) – End-to-end support automation with transparent reasoning, governance controls, and scalable workflow orchestration using Python and vector databases.

Building a financial validation engine – ML-powered anomaly detection for invoice plausibility, compliance automation, and risk mitigation using TensorFlow and SQL for data ingestion.

Building a cost optimization application end-to-end using OCR and AI for identifying cost optimization potential with Pandas and NumPy for data analysis.

Directed €2M+ digital programs in UX, automation and data strategy, driving business impact through advanced customer analytics.

Led executive workshops to align stakeholders, define priorities and ensure strategic outcomes for data governance initiatives.

Built data strategies improving governance, quality and analytics to fuel innovation and growth using SQL and Python.

Collaborated with engineers and project managers to translate insights into scalable, data-driven solutions.

Drove workflow automation with AI, reducing manual work and boosting operational performance through machine learning models.

Established governance policies ensuring compliance, security and ethical data practices for data ingestion pipelines.

Delivered data-driven solutions to improve engagement, personalization and customer retention using statistical modeling.

Defined KPIs and tracking frameworks to measure ROI, enabling data-informed decisions through forecasting techniques.

Guided change with communication, training and adoption plans for lasting digital impact in data analytics.

Led 8-member global team delivering Google Cloud CDP, boosting personalization and engagement through customer analytics.

Collaborated with 100+ stakeholders across 5 agile trains, ensuring smooth program delivery for data science initiatives.

Oversaw analytics deployment (GA, Adobe), securing accurate insights for business decisions using SQL and data ingestion best practices.

Piloted AI video analytics adoption, improving personalization and campaign effectiveness through machine learning models.

Built MarTech and CDP strategies aligning technology with marketing to optimize customer journeys using data science.

Supported product teams to design scalable, data-driven solutions delivering measurable ROI through forecasting.

Advised on marketing data science, attribution and modeling, aligning with executive vision using statistical analysis.

Directed analytics in agile trains, ensuring prioritized use cases delivered maximum business value through data engineering.

Enabled business development by designing data-driven strategies that secured new clients, strengthened partnerships, and expanded revenue opportunities using fraud detection techniques.

Created KPI dashboards to monitor analytics performance, enabling continuous improvement, data-informed decisions, and measurable ROI across initiatives using Python and Pandas.

Founded and scaled an independent e-commerce brand, achieving €5K in first-month sales and building a foundation for long-term growth, loyalty, and positioning.

Oversaw end-to-end operations from sourcing to logistics and customer support, ensuring seamless execution, profitability, and multi-channel business success.

Designed and executed paid search, social, and email campaigns that drove acquisition, visibility, and repeat purchases while reducing acquisition costs.

Built partnerships and identified growth opportunities to expand reach, enter new markets, and ensure scalable, sustainable business development strategies.

Developed pivot strategies to adapt to changing consumer trends and competitive shifts, maintaining profitability and resilience in saturated e-commerce markets.

Implemented customer-first initiatives that enhanced user experience, boosted satisfaction, and improved retention, strengthening lifetime value and brand reputation.

Managed financial planning, budgeting, and forecasting, ensuring effective resource allocation, growth reinvestment, and strong cash flow management.

Integrated e-commerce platforms, analytics, and automation tools to streamline workflows, enhance efficiency, and support data-driven scaling decisions.

Built a strong brand identity with product positioning, content, and storytelling, differentiating in the market and strengthening equity and customer trust.

Monitored KPIs including sales, CAC, and conversion rates, leveraging insights to refine strategies, optimize campaigns, and sustain business performance.