Renumics GmbH vs Prem AI

Renumics GmbH is a Karlsruhe-based industrial AI company that builds systems for analyzing test, machine, and simulation data. They partner with automotive, aerospace, machinery, and pharma teams to move product development toward data-driven, end-to-end workflows.

Their product Onion is an agentic AI assistant for engineering data analysis. Engineers ask questions in natural language to query logging and fleet data, run plausibility checks, detect swapped channels, and generate interactive visualizations without waiting on custom reports from data specialists.

Renumics also maintains Spotlight, an open source toolkit for exploring unstructured datasets including audio, images, video, time-series, and 3D geometry. Beyond software, the company delivers workshops, data readiness checks, proof-of-concept builds, and full custom AI system deployments.

Prem AI provides a secure environment for running AI models by encrypting data and processing it within hardware-isolated Trusted Execution Environments (TEEs). This approach ensures that sensitive information remains private and inaccessible even during AI inference.

What distinguishes Prem AI is its ability to combine encrypted multi-modal AI capabilities, including voice and vision, with on-premise deployment options. This setup allows organizations to comply with strict data residency and privacy regulations while benefiting from personalized AI models.

The platform includes tools like Fluso, an encrypted workspace for AI agents, and the Enclave API, which is fully compatible with OpenAI standards for easy integration. Prem AI also offers cryptographic attestation and public transparency logs, providing verifiable proof of data security and system integrity.

By leveraging hardware-backed privacy guarantees and scalable AI infrastructure, Prem AI enables enterprises in regulated sectors such as healthcare, finance, and legal to deploy AI solutions that maintain full control over their data and intellectual property.