Renumics GmbH vs Innovatiana

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.

Innovatiana is a Franco-Malagasy data labeling company that builds production-grade training datasets for machine learning, deep learning, and large language models. Teams of in-house annotators and domain experts handle annotation, validation, and quality control across image, video, text, audio, and multimodal data.

Instead of anonymous crowdsourcing, Innovatiana recruits and trains its own Data Labelers at a service center in Majunga, Madagascar. Each project gets a dedicated manager, structured workflows, and systematic quality checks such as inter-annotator agreement and manual sampling.

The company serves CTOs, data scientists, and ML engineers across more than 20 industries, from automotive and healthcare to luxury and public services. Clients include LVMH, Children's National Hospital, and SDSC. Work can run on the client's annotation platform or on Innovatiana's secure environments, with deliverables exported in formats like JSON, XML, or Pascal VOC.