Best Industrial AI Software with a Free Trial of 2026

The HiveMQ Platform provides a scalable, reliable data backbone with an event-driven MQTT architecture. Here are a few highlights: 1. MQTT Broker: At the heart of the HiveMQ platform is a fully MQTT-compliant broker purpose-built for fast, reliable, bi-directional data movement between IoT devices and enterprise systems. 2. Edge Data Integration: HiveMQ Edge seamlessly integrates edge data by converting industrial protocols into standardized MQTT, enabling an interoperable IIoT infrastructure. 3. IoT Streaming Governance: Data Hub transforms data in flight, passing only the most relevant, contextualized data to cloud and enterprise systems. 4. UNS & IT/OT convergence Enabler: Commonly used as the backbone for Unified Namespace architectures and seamlessly connects OT devices with IT systems for full visibility and interoperability. 5. Distributed Data Intelligence: HiveMQ Pulse unifies and contextualizes data across the enterprise for smarter decisions exactly where they matter most. 6. Maximum Interoperability: Runs anywhere on-premises or in public or private clouds. Efficiently connects to streaming applications, databases and data lakes with a Java SDK to build your own 7. Scalability to Support Growth: Elastic scaling with automatic data balancing and smart message distribution. Proven benchmark of up to 200M active clients with 1.8B messages/hour 8. Business Critical Reliability: Zero message loss with persistence to disk and offline queuing. No single point of failure due to masterless cluster architecture and zero downtime upgrades

FlowFuse is an advanced industrial application software that leverages Node-RED to enable teams to seamlessly integrate machines and protocols, gather and model data, and manage applications on a large scale, all while incorporating AI-driven support to streamline both development and deployment processes. By enhancing the user-friendly low-code, visual programming capabilities of Node-RED, FlowFuse introduces enterprise-level functionalities such as secure device communication, comprehensive operational management, centralized remote deployment options, collaborative team features, and extensive security measures. The solution also boasts interactive and adaptive dashboards, AI-supported flow creation and improvement aids, and tools for converting unprocessed data into structured models using natural language inputs. Furthermore, it incorporates DevOps-style pipelines for effective management of staged environments and version control, allows for remote fleet management via a device agent, and provides sophisticated observability features to ensure performance monitoring across multiple instances. This combination of capabilities positions FlowFuse as a powerful tool for optimizing industrial operations and accelerating innovation.

We aim to relieve ML engineers from the burdens of data engineering so they can concentrate on their passion for developing superior models more efficiently. Our innovative product serves as a robust framework that simplifies and accelerates the process for developers to discover, comprehend, and disseminate visual data on a large scale, making it ten times easier. Users can automatically generate custom interval attributes using pre-trained extractors or any model of their choice, enhancing the flexibility of data manipulation. The platform allows for effective data visualization and the analysis of model performance by leveraging custom attributes alongside standard KPIs. This functionality enables users to query data, identify rare edge cases, and curate new training datasets across their entire data lake with ease. Additionally, it facilitates the seamless saving, editing, versioning, commenting, and sharing of frames, sequences, or objects with both colleagues and external partners. SiaSearch stands out as a data management solution that automatically extracts frame-level contextual metadata, streamlining fast data exploration, selection, and evaluation. By automating these processes with intelligent metadata, engineering productivity can more than double, effectively alleviating bottlenecks in the development of industrial AI. Ultimately, this allows teams to innovate more rapidly and efficiently in their machine learning endeavors.

A powerful solution to accelerate computational experiments. This allows non-developers or non-ML researchers obtain results quickly and effectively. It optimizes resource usage and streamlines scientific experiment orchestration for maximum efficiency. It facilitates team collaboration, computational modeling, and instant result sharing with its intuitive low-code interface. The platform's optimized resources management ensures seamless orchestration of hybrid infrastructure, integrating HPC hardware and on-prem servers for scientific use. It also improves experiment reproducibility, and allows interactive result sharing to improve research transparency and collaboration.

TruePILOT by Endel Digital is an advanced plant observability and weighbridge management solution designed to unify all aspects of production intelligence. By combining SCADA integration, machine communication, ERP synchronization, and IIoT-enabled systems, it ensures smooth, real-time control of complex manufacturing and industrial processes. The platform helps plants reduce inefficiencies, prevent errors, and gain actionable insights through AI-powered trend analysis. Cloud-based CXO dashboards provide decision-makers with instant access to reliable data, ensuring faster and more confident strategic planning. Endel Digital’s ecosystem of products, including LabMAST for lab operations, FleetAI for dispatch, GateONE for access control, and ManuFACT for batch processing, creates a fully digitized and interconnected plant management framework. Each module is built to reduce manual intervention, minimize risks of theft or malpractice, and boost compliance with industry standards. Industries such as cement, steel, agriculture, and chemicals already rely on TruePILOT to modernize their operations. This comprehensive approach positions Endel Digital as a trusted partner for enterprises aiming to future-proof their production plants.

AUTOSOL’s software solution is crafted to integrate industrial data communications by securely gathering, accessing, and distributing real-time, historical, and edge data from various industrial devices and control systems into a cohesive, actionable information stream. At its heart lies the AUTOSOL Communication Manager, a sophisticated multi-protocol polling engine and OPC server that interfaces with an array of field devices like RTUs, PLCs, and meters using their original protocols, subsequently providing standardized data to SCADA systems, HMIs, databases, and analytic tools for improved operational oversight and management. This platform is capable of supporting multiple telemetry types at the same time while effectively bridging the gap between legacy systems and modern IIoT devices, which allows organizations to prolong the usability of their existing infrastructure while integrating new technologies for enhanced operational efficiency. By leveraging such advanced capabilities, businesses can ensure a smoother transition into the digital age of industry.

ControlRooms.ai sets a new benchmark for effective troubleshooting in industrial environments. By establishing predefined limits, it prevents overwhelming alarm notifications and eliminates the tedious search for specific issues that can take hours. This solution provides operators with ample time to implement corrective measures, seamlessly integrating into your current workflows and communication platforms. The setup process is straightforward, allowing for quick and secure configuration and provisioning. You can get a few systems operational and expand according to your own timeline. It offers round-the-clock monitoring, real-time alerts across various platforms, automated daily reports, and simplifies shift transitions. Utilizing OPC-UA standards, it connects effortlessly with existing infrastructures. The OPC-UA server operates within a DMZ to ensure a secure separation from operational systems, communicating one-way through MQTT to the Azure cloud. Security is prioritized with credentials stored in an encrypted vault that undergoes routine rotation. The system is designed to auto-scale irrespective of the number of tags or sampling rate, guaranteeing that operational technology data remains completely isolated through dedicated data pipelines and databases. ControlRooms.ai represents a groundbreaking advancement in industrial software, marking a significant evolution in the field in recent years. As industries continue to evolve, this platform promises to adapt and grow alongside them, ensuring that troubleshooting remains efficient and effective.