Selected work in pharmaceuticals, energy and financeGeorgios Vamvouras · 20+ peer-reviewed publications · 5+ clients
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WinMedica · ELPEN
Pharmaceutical
Every word on the pack checked against the approved text.
Leaflets, cartons and blisters, aligned word by word, every difference marked where it is. In daily use by three departments.
MoreWinMedica · ELPEN
Pharmaceutical
Every pack in 77 countries, three years ahead: how it will move, and why.
Built on a licensed global sales panel: sales and volume for every product in every country, history and forecast on the same row. Patent expiries, generic entries, launches, withdrawals and national price rules move the rows they touch. Unlike most market forecasts, every row names the reason behind its number.
MoreVP&C
Pharmaceutical policy
A digest built around the reader’s interests, every item checked against its source.
In use by large pharmaceutical companies and national policy-makers.
WinMedica
Energy
Sized and costed end to end, using methods from our published work.
Weather, price and load forecasting, energy yield, battery dispatch, feasibility and lifecycle analysis. Efficiency, reliability and revenue, each quantified. The forecasters and the battery controller are our own published work (7 and 8).
Unnamed private investor
Finance
More growth than a cautious portfolio, with the same small falls.
A portfolio that runs itself, while the investor stays in control. €10,000 in 2012 is €40,900 today. When the world’s stock markets fell 20%, it fell only 11%.
MoreStathmon
In-house product
An assistant that gets to know you.
Tell it what you need, by voice or in writing. It keeps your tasks and reminders, reads what you share with it, learns how you work and answers from what it knows about you. Access it from your phone or the web.
MoreDeep-learning forecasters for hourly day-ahead prices and 48-hour temperature, irradiance and humidity, scored on a full year the models never saw. Published.
Lab.RACSE, NTUAA learned controller that earns 82% of what a battery could make with perfect knowledge of tomorrow’s prices, ahead of the popular industry methods.
Lab.RACSE, NTUALocal detectors trained on the client’s own documents find every word on pharmaceutical artwork, more precisely than the strongest commercial alternative.
WinMedicaReads Greek and English pack text more accurately than the commercial cloud OCR services. Built for regulatory documents.
WinMedicaStructured fields from scanned invoices of varied layouts. Validated and commercialised.
VisionITOpen-weight models deployed and benchmarked on your own GPUs or HPC allocation, so data stays on-premise. Depending on the task, they reach 80–100% of the capability of the best closed frontier models.
Regression models that predict cycle performance, including fluids not seen in training.
Lab.RACSE, NTUAPlugins for building energy software such as IDA ICE that run automated design optimisation on the model.
Lab.RACSE, NTUAWe start from the workflow, the data and the decision, with the people who will use the system, and agree what will be measured.
We build on your own data, with published methods or our own research, and test against the cases that matter to you before anything is used.
The system runs on your infrastructure or ours, with documentation, training and continuing support.
Founder and principal engineer. PhD candidate in Energy and AI; MSc Data Science and Machine Learning (2027); Dipl.-Ing. Mechanical Engineering. National Technical University of Athens.
MoreTell us the workflow, data or decision you want to create or improve.