AI-Guided Workflows on Private LLMs
An AI assistant that walks warehouse and office staff through business workflows on handheld terminals, web and Windows, running entirely on the company's own GPU servers.
- Client
- Industrial software company, Germany
- Role
- Senior Fullstack Developer
- Year
- 2026
- bytes of data sent to external AI
- 0
- platforms from one codebase
- 3
- primary conversation language
- DE
01 · Challenge
The company wanted AI assistance inside its cross-platform business application, but customer and company data could not leave its own network, and the assistant had to work in German.
02 · Solution
Set up locally hosted LLMs on on-premise GPU servers and built an AI-guided mode for the .NET MAUI / Blazor app. The assistant follows JSON-defined workflows, asks for missing inputs, corrects errors and triggers backend APIs via tool calling, while business logic stays in the backend.
03 · Results
AI features shipped without any data leaving the company network, on Android handheld terminals, the web and Windows, with German as the primary conversation language.