AI/LLM integration and production apps for healthcare and manufacturing
I put LLMs into production where data can't leave the building, and build MVPs end to end in Flutter and Firebase.
Where I work
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Clinical apps and patient data
Healthcare
Patient data, clinical workflows, medical-grade data protection. I came to this from medical physics research at University College London, and the last healthcare app I built is in a clinical trial right now.
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Production and machine data
Manufacturing
LLMs and apps for production and machine data that has to stay on site. My background is mechatronics and embedded systems. The most recent project of this kind was for a SaaS platform in agriculture.
What I do
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Security and GDPR audit of a Flutter and Firebase medical app
A read-only review of an app that handles patient or health data: Firestore rules, data flows, encryption, logging, pseudonymisation and GDPR basics. Fixed 12 h package, written report and a 60 min call.
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Healthcare app architecture review before you build
An independent review for teams about to build or scale a healthcare or telemedicine app: architecture, data flows, hospital integration (FHIR, SOAP). Written report and a call.
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On-premise LLM for healthcare: proof of concept
vLLM or Ollama serving, MCP tool integration, RAG and evaluation on your own hardware. Patient data stays inside your infrastructure. Fixed scope, about 4 weeks.
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Healthcare and manufacturing MVP
Flutter and Firebase apps built end to end, with security and GDPR-aware data handling from day one.
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Training: Software Engineering in Times of LLMs
An introductory workshop for early-stage teams: a shared view of progress, clear responsibilities, and an app split into parts with defined interfaces.
Recent work
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Cardiology telemonitoring
Flutter and Firebase app with medical-grade data protection
The app entered a clinical trial, with 10 patients enrolled in week one.
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Agritech SaaS
LLM-based reporting with MCP data access
A reporting tool that lets an LLM query platform data through MCP. Now in beta with the platform's clients.
More of what I built is in the portfolio. Working with a grant or fresh funding and a fixed deadline? See funded projects.
What people say
Worked with me or took part in my training? I would be glad to add a few words from you: piotr@piotrbomba.com.