Renumics GmbH vs Team-GPT

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.

Team-GPT provides a collaborative AI workspace that automates and streamlines marketing workflows for agencies and teams. It enables users to manage projects, knowledge, and brand assets while executing repeatable marketing tasks called Flows. These Flows cover activities such as content creation, analytics, social media management, paid advertising, and strategic planning.

What distinguishes Team-GPT is its support for multiple AI models including GPT-5, Claude, and Gemini, with automatic selection of the best model or manual choice. It offers unlimited seats on every plan, allowing entire teams and agency partners to collaborate without per-seat pricing. The platform emphasizes enterprise-grade security and compliance with certifications like SOC 2, GDPR, HIPAA, and ISO 27001, ensuring data privacy and zero data retention.

Team-GPT integrates seamlessly with popular tools such as Google Drive, Notion, HubSpot, Meta Ads, and Google Ads, connecting to existing workflows. Pricing is based on credits representing units of completed marketing work, pooled and shared across the workspace. The platform includes features like a prompt library, usage reports, persistent AI context in projects and knowledge bases, custom agents, and brand hubs.

By automating routine marketing tasks and enabling secure team collaboration, Team-GPT helps marketing professionals focus more on strategy and creativity. It supports over 700 marketing Flows and is trusted by more than 250 marketing teams worldwide, offering extensive resources including case studies, webinars, and a help center to support user success.