Cloud

Cloud and desktop platform for collecting, analyzing, and visualizing multimodal robotics data. Supports ROS 1, ROS 2, and MCAP formats with 20+ customizable panels.

Siemens Teamcenter is a comprehensive product lifecycle management (PLM) platform that connects people and processes across the product lifecycle. It provides a single source of product information for requirements management, engineering design, manufacturing planning, and service lifecycle support

Electronic quality management system for medical devices, pharmaceuticals, and biotech. Automates gap analysis across FDA, ISO, and EMA standards with cross-mapped evidence reuse.

PTC Windchill is an enterprise PLM platform providing BOM management, engineering change control, manufacturing process management, and supply chain collaboration with SAP ERP integration.

Cloud-based electronic quality management system (eQMS) purpose-built for medical device companies. Manages design controls, risk management, CAPA, document control, and clinical data capture with built-in FDA 21 CFR Part 11 compliance.

Tulip is a composable no-code platform enabling manufacturers to build production floor apps, digital workflows, and MES solutions with native AI, real-time connectivity, and GxP compliance for discrete, pharma, medical device, and aerospace industries.

FrePPLe is an open-source supply chain planning platform that helps manufacturing companies move beyond spreadsheet-based planning. It provides AI-driven demand forecasting, inventory optimization, and finite-capacity production scheduling.

Cloud-native EQMS platform for document control, CAPA, audit management, and supplier quality in regulated industries.

Cloud-native CAD platform combining 3D modeling, built-in PDM, and real-time collaboration tools. Runs entirely in the browser with no installations required.

Open-source industrial automation platform for building SCADA and MES systems. Supports unlimited data points with no expiration, runs on Windows and Linux, and includes web-based HMI, redundancy, and multiple protocol drivers.

Ignition is a modular, web-based industrial automation platform that combines SCADA, IIoT, MES, and HMI capabilities with unlimited licensing. Built on open standards like OPC UA, MQTT, and SQL, it enables rapid development and deployment of industrial applications across enterprises of any size.

Web-based notebook environment that combines live code, equations, narrative text, and rich output. Supports 40+ programming languages with modular architecture for data science and scientific computing.

Enterprise secrets management tool that secures, stores, and controls access to tokens, passwords, certificates, and encryption keys via UI, CLI, or HTTP API.

An end-to-end open-source platform for machine learning with comprehensive tools, libraries, and community resources for building and deploying ML-powered applications.

Open-source machine learning framework developed by Meta and hosted by the Linux Foundation. Provides tensors and dynamic neural networks with strong GPU acceleration.

Siemens Opcenter is an enterprise manufacturing operations management (MOM) portfolio spanning MES, QMS, advanced planning and scheduling, and manufacturing intelligence. It connects PLM to shop-floor automation across discrete, process, and regulated industries.

AWS-managed service that encrypts, stores, and rotates database credentials, API keys, and other secrets throughout their lifecycle. Integrates with IAM for access control and supports automatic rotation via Lambda functions.

Open-source toolkit that accelerates AI inference with lower latency and higher throughput while maintaining accuracy. Supports computer vision, LLMs, and generative AI models from TensorFlow, PyTorch, and ONNX.

Open-source Kubernetes management platform for provisioning, securing, and operating multiple clusters across datacenters, clouds, and edge sites. Rancher supports Rancher-managed distributions such as RKE2 and K3s plus imported or hosted clusters including EKS, AKS, and GKE.

Workato is a cloud-based enterprise integration and automation platform for connecting SaaS, on-prem, API, and AI systems through low-code workflows, event streams, and MCP servers.

JobBOSS² is a cloud-based shop management ERP for job shops and make-to-order manufacturers, covering quoting, scheduling, inventory, job costing, and quality in one platform. Formerly E2 Shop System, developed by ECi Software Solutions.

Odoo is an open-core ERP suite whose manufacturing modules cover MRP, shop-floor MES, PLM, quality control, and maintenance — sharing one database with inventory, sales, and accounting.

Enterprise MES and manufacturing operations platform built on SAP BTP. Covers shop floor execution, real-time OEE analytics, and machine connectivity for discrete, process, and batch manufacturing.

Open-core workflow automation platform that combines a visual node editor with full JavaScript/Python code steps, built for technical teams who need self-hosted control. Supports MQTT, webhooks, REST APIs, and 1,500+ connectors including AI models and industrial data sources.

Carbon is an open-source manufacturing system combining ERP, MES, and QMS into a unified, API-first platform. Built for complex assembly, contract manufacturing, and configure-to-order workflows.

Open-source time-series database with built-in stream processing and AI analytics. Designed for high-cardinality industrial sensor data with edge-to-cloud deployment.

ClickHouse is an open-source column-oriented database management system designed for real-time analytics using SQL queries. Delivers high-performance query processing at petabyte scale.

Apache IoTDB is a native time-series database optimized for IoT and industrial applications. Features edge-cloud synchronization and SQL-like query interface.

EMQX is a unified MQTT platform that connects, processes, and streams data from millions of IoT devices to cloud, AI, and analytics systems. It supports 100M+ concurrent connections per cluster with sub-millisecond latency.

Java-based MQTT broker that fully supports MQTT 3.x and MQTT 5. The Community Edition is open-source under Apache 2.0, while Enterprise adds clustering, monitoring, and professional support.

Open-source time-series database optimized for high-throughput ingestion and fast SQL analytics. Compatible with InfluxDB line protocol, PostgreSQL wire protocol, and integrates with Grafana.

Open-source PostgreSQL extension that transforms Postgres into a time-series database. Features automatic partitioning via hypertables, continuous aggregates, and hybrid row-columnar storage with up to 95% compression.

RabbitMQ is an enterprise-grade open-source message broker built on Erlang/OTP. It supports AMQP, MQTT 5.0, STOMP, and streaming via a plugin architecture.

Confluent Platform is the enterprise distribution of Apache Kafka, adding ksqlDB for SQL stream processing, Schema Registry for data governance, 120+ Kafka Connect connectors, and enterprise security features including RBAC and audit logging.

Apache Flink processes event streams with built-in state management, checkpointing, and unified batch/stream APIs. Used by Alibaba, Uber, and Netflix for real-time analytics at scale.