Compare ABB Ability vs. IBM Envizi ESG Suite

Tractian is the Industrial Copilot for maintenance and reliability, combining hardware and software solutions to monitor asset performance, manage industrial operations, and implement predictive maintenance strategies. Its AI-driven platform empowers businesses to prevent unplanned equipment downtime and boost production output. The company is headquartered in Atlanta, GA, and extends its presence globally with offices in Mexico City and Sao Paulo. Learn more at tractian.com.

SAP Cloud ERP is an enterprise-grade ERP platform designed for organizations that need real-time control, predictable operations, and a modern cloud foundation without the cost and complexity of traditional systems. Built on SAP HANA’s in-memory architecture, it delivers instant visibility across finance, supply chain, manufacturing, and procurement, enabling teams to make accurate, data-driven decisions at speed. This solution provides continuous, automated updates and built-in best practices so companies can adopt new capabilities without disruptive upgrade cycles. Embedded AI, machine learning, and advanced analytics support intelligent automation, scenario planning, and risk reduction across every operational process. Native integration with SAP Business Technology Platform and a broad ecosystem of enterprise applications ensures extensibility without customization-heavy technical debt. SAP Cloud ERP (SAP S/4HANA Cloud Public Edition) is engineered for organizations seeking the benefits of standardization, faster time-to-value, and global scalability. Its secure, multi-tenant cloud architecture ensures consistent performance, regulatory compliance, and lower total cost of ownership. With strong support for manufacturing, distribution, and service-centric operations, it equips IT and business leaders with a reliable platform to simplify their landscape, eliminate legacy bottlenecks, and power sustainable long-term growth.

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

The Asset Guardian (TAG) Mobi: Tackle Downtime with TAG Mobi TAG Mobi is a fully embedded preventive maintenance and asset management (EAM) solution within Microsoft Dynamics 365 Business Central. Designed for modern manufacturing and infrastructure operations, TAG Mobi helps reduce risk, minimize downtime, and streamline maintenance workflows—all from within your existing Business Central environment. From proactive asset health monitoring and predictive maintenance to real-time mobility and AI-powered adoption tools, TAG Mobi equips maintenance teams with everything they need to boost performance and take control of asset operations. Key Features: • Fully embedded in Microsoft Dynamics 365 Business Central • Real-time mobile access for on-the-go asset tracking • Predictive maintenance to reduce unplanned downtime • AI-assisted onboarding for faster adoption • Advanced APM tools to monitor asset health and anticipate failures No silos. No extra software. Just a seamless, native experience that empowers maintenance teams and provides managers with the insights they need—right inside Business Central.

Epicor Connected Process Control provides a simple-to-use software solution that allows you to configure digital work instructions and enforce process control. It also ensures that operations are error-proof. Connect IoT devices to collect 100% time studies and process data, images and images at the task level. Real-time visibility and quality control on a new level! eFlex can handle any number of product variations or thousands of parts, whether you are a component-based or model-based manufacturer. Work instructions can be linked to Bill of Materials, ensuring that products are built correctly every time, even if changes are made during the process. Work instructions that are part a system that is advanced will automatically react to model and component variations and only display the right work instructions for what's currently being built at station.

Avoiding HOS violations is made easier with a mobile app that logs drivers' hours, providing real-time insights into those approaching or already in violation, thereby ensuring compliance with the ELD regulations. This comprehensive platform, which is FMCSA certified, offers a unified system for managing Hours of Service, GPS tracking, dispatching, and vehicle maintenance. With an integrated WiFi hotspot, devices remain connected even in areas without cellular service, which is crucial for maintaining operational efficiency. The solution also eliminates compliance mistakes and accelerates repair processes through paperless DVIRs and a live maintenance dashboard. By integrating features such as GPS tracking, Hours of Service management, paperless DVIRs, and temperature monitoring, compliance and operational tasks become streamlined. Additionally, the plug-and-play installation requires no complex setup, allowing users to be operational within just 15 minutes. Samsara’s hardware is compatible with a wide range of vehicles, including cars, light and heavy trucks, and buses, ensuring versatility for various fleet needs. This holistic approach not only enhances compliance but also significantly boosts productivity across the board.

Evocon is a cloud-based production monitoring solution that helps manufacturing companies manage and improve their production efficiency. Evocon automates and digitizes the collection of data from production machines. We then transfer the collected data to the cloud so that manufacturers can access it in real-time, either on-site or remotely. Finally, by visualizing the data in an intuitive way, we make it actionable. This enables manufacturers to track their downtime, reduce costs and optimize the use of their production equipment. It also gives them a platform for smart decision-making – where to invest and what areas need the most attention. By providing transparency, we help companies find a way forward based on what their data says. More than 10 years of experience in production monitoring Used in 50+ countries Covering 14 different industries Available in 18 languages

FinOpsly is an AI-native control plane for managing Cloud, Data, and AI spend at enterprise scale. Built for organizations operating across multiple clouds and data platforms, FinOpsly shifts FinOps from passive reporting to active, governed execution. The platform connects cost, usage, and business context into a unified operating model—allowing teams to anticipate spend, enforce guardrails, and take automated action with confidence. FinOpsly brings together infrastructure (AWS, Azure, GCP), data platforms (Snowflake, Databricks, BigQuery), and AI workloads into a single decision and execution layer. With explainable AI agents operating under policy-based controls, teams can safely automate optimization, trace cost drivers to real workloads, and stop budget drift before it becomes a problem. Key capabilities include: Business-aware cost attribution across products, teams, and services Predictive insight into cost drivers with clear, explainable reasoning Policy-controlled automation to optimize spend without disrupting performance Early detection and prevention of overruns, inefficiencies, and financial drift FinOpsly enables engineering, finance, and platform teams to operate from the same source of truth—turning cloud and data spend into a controllable, measurable part of the business.

MikMak, a SPINS company, is a global software company that provides a leading commerce intelligence and orchestration platform for multichannel brands, helping them grow in real-time. In January of 2026, MikMak was acquired by SPINS, bringing together two category leaders in commerce intelligence and best-in-class data and insights. The combined entity provides brands with an unrivaled, unified view of availability, point-of-sale performance, and consumer behavior, globally and in real-time.

Cycloid is the leading unified Internal Developer Portal and Platform, built with a GitOps first approach. With our Portal and Platform, you don’t need to start from scratch to get a fully customized solution. We optimize the developer experience and operational efficiency by accelerating the delivery of a developer portal and platform, alleviating the cognitive load on IT teams and advocating for FinOps & Green IT practices. Platform teams design, build and run the platform, enabling end-users to visualize, deploy, manage projects, and interact with cutting-edge DevOps and Cloud automation regardless of skill level, while keeping best practices in place. It can be consumed through the console, in CLI or in API, and is available as SaaS or self-hosted. We are the editor of OSS projects TerraCognita: reverse Terraform; InfraMap: infra diagram; and Terracost: cost estimation. We work with global organizations, US and European public institutions and 6 of the top 10 SI service providers.