Ideation process enhancement with language models
In today’s fast-paced innovation landscape, identifying high-impact research opportunities and use cases is increasingly difficult. Traditional ideation processes are time-consuming, dependent on expert availability, and limited in their ability to harness and recombine the vast amounts of available technical and interdisciplinary knowledge. Enterprises need scalable, cost-effective tools to accelerate innovation without compromising data privacy or sustainability.
AI-deation is a joint initiative by Siemens and fortiss to develop an intelligent ideation platform powered by Large Language Models (LLMs) and privacy-friendly Small Language Models (SLMs). The system enhances human creativity by generating, refining, and validating research ideas and technical use cases. It integrates seamlessly with Siemens’ existing processes to support knowledge recombination and novel ideation, helping experts move from raw capabilities to impactful innovations—faster and more efficiently.
A working prototype that generates use cases and research ideas based on Siemens’ existing capabilities, supporting two use cases:
01.02.2025 - 31.12.2025