Selected Work
AI-Powered Return Analysis & Classification
Application of local language models (Qwen 2.5) for intelligent, GDPR-compliant classification of return reasons and data-driven analysis.
AI-Driven Product Visualization & 3D Camera Control
Automated generation of product views from multiple perspectives using the Qwen Image Edit 2511 model and AI-driven 3D camera control.
KPI Optimization & Customer Segmentation
Data-driven optimization of the customer journey through real-time personalization and statistically validated A/B-testing frameworks to maximize conversion rates.
Customer Segmentation via RFM Analysis
Data-driven customer segmentation using RFM analysis to identify strategic customer groups and maximize marketing efficiency.
Strategic Agent Navigation using Deep RL
Development of autonomous navigation and survival strategies in dynamic, competitive environments using PPO algorithms.
SEO Content Gap Analysis & Automation
Automated competitive analysis and content strategy development using local LLMs to identify keyword gaps and generate optimized content.
Scalable API Infrastructure for E-Commerce Tools
Building a production-ready microservices architecture with FastAPI and Caddy as a reverse proxy for internal business tools.
Automated Visual Quality Control & Logistics
Application of computer vision (YOLOv8) to automate visual inspection processes in logistics and returns management.
Asset Management Automation
Scalable solution for automating visual content production. Reducing manual editing time for product image background removal using state-of-the-art computer vision.
AI Productivity Suite: Desktop Workflow Automation
Development of an integration tool for seamlessly embedding local AI models into standard operational workflows (support, text, code).
Automated Product Classification & Data Cleaning
Automated classification of product data and optimization of SEO texts using Python and local Large Language Models (LLM).
Automated Market Intelligence: Flaschenpost Data Pipeline
Development of an automated pipeline for competitive analysis: from data collection via API reverse engineering to SQL-based price analysis.
Marketing Efficiency Workflow
Integration of generative AI into design workflows to accelerate asset creation and iteration cycles in marketing.
ProductSnap: AI Platform for Product Photography & E-Commerce Automation
Concept and development of a SaaS platform for B2B and B2C companies with existing online shops, automating product image creation and SEO-optimized content.