Lorenzo Germini

• Complaion helps European SMEs implement, maintain, and get real value from ISO certifications.
• Building the agentic AI core of the product: agents and automation workflows that combine business context with expert feedback, backed by evaluations that track reliability in production.
• Shaping product decisions with business stakeholders and shipping AI features end-to-end, from problem definition to production, across AI, backend, and frontend.

• Built the backend and GenAI API layer from zero on AWS (DynamoDB, Amplify, Lambda) for an EdTech product.
• Built a RAG stack on pgai with custom parsing pipelines for machine-readable and handwritten content, and used tracing and evaluation workflows to tune prompts and retrieval quality.
• Led MVP engineering, managing two other developers.

• Found inefficiencies across pharmaceutical utilities with Python and multi-source sensor data, and designed water rejection strategies projected to save 10,000 m³ a year.
• Built anomaly detection and time-series forecasting for manufacturing operations, and semantic NLP for fault detection and maintenance decisions.
• Built natural-language interfaces and generative AI use cases that made plant data usable on the floor.

• Taught math and physics at my old high school.
• Built an interior-design MVP with Stable Diffusion and Dreambooth fine-tuning on a hand-curated dataset of room designs I preprocessed myself. Killed it on the evidence after customer discovery.

• Fine-tuned language models for abstractive summarization of biomedical literature, deployed as an end-to-end pipeline for the company's first digital health product.

• Took a personalized-medicine filling prototype through hardware-software integration testing, and built a gradient-boosted tree ML model that tunes fill parameters 20% faster than manual tuning.

My independent studio, building websites and workflow automations for small businesses and independent professionals. I handle each project from the initial brief to launch, and build around how the business already works.

An archived AI game companion for La Ghigliottina, the final round of the Rai 1 quiz show L'Eredità. It found the word connecting five clues, submitted as text or as a photo of the TV, and handled rate limits. The service is closed. Past results are still available to browse.

MSc thesis work: an end-to-end pipeline that turns full-text biomedical papers into either a detailed analysis or a TL;DR, tuned on longevity and human-health literature.