Total Products under this Category: 103
Last updated: November 01, 2026
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G2's software rankings are built on verified user reviews, rigorous moderation, and a consistent research methodology maintained by a team of analysts and data experts. Each product is measured using the same transparent criteria, with no paid placement or vendor influence. While reviews reflect real user experiences, which can be subjective, they offer valuable insight into how software performs in the hands of professionals. Together, these inputs power the G2 Score, a standardized way to compare tools within every category.
Highlighted products: Control-M, RunMyJobs, Tines Stories, BMC AMI Ops, JAMS Scheduler, ActiveBatch, Stonebranch, and Astro by Astronomer.
Underlying data: [Grid® JSON](https://www.g2.com/categories/workload-automation/grids.json?focus%5B%5D=control-m&focus%5B%5D=runmyjobs&focus%5B%5D=tines-stories&focus%5B%5D=bmc-ami-ops&focus%5B%5D=jams-scheduler&focus%5B%5D=activebatch&focus%5B%5D=stonebranch&focus%5B%5D=astro-by-astronomer)
You can run cron jobs in seconds-based intervals to handle frequent updates like checking APIs, syncing data, monitoring servers, triggering webhooks, or processing task queues.
Excelero kubernetes storage provider provides the performance of local flash with the persistence and scalability of centralized storage.
"FunnelHQ is a productivity and workflow automation SaaS for SMBs and startups to scale their operations through market insights - automated Build your own funnels or use our pre-designed templates. Enrich the funnels with market intelligence. Integrate with your workflow seamlessly."
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Load-based scaling, schedule-based scaling, dyno crash recovery, for web and worker dynos.
HPCWorks™ PBS Professional™ software – part of the Siemens Xcelerator business platform of software, hardware and services – is a workload manager and job scheduler for high-performance computing (HPC) environments. It improves productivity, optimizes utilization and simplifies administration for clusters, clouds and supercomputers, from the largest HPC workloads to millions of small, high-throughput jobs. With HPCWorks, IT administrators can securely manage demanding challenges and maintain efficiency across an organization’s HPC environment with dynamic policies, a powerful customization API and extensive hardware support. Proven software with expert support: Compute with confidence using software proven by decades of experience in a broad range of industries, backed by world-class support. Use powerful policy-driven scheduling to optimize resources and prioritize critical jobs. Power mixed AI and HPC workloads: Efficiently orchestrate mixed artificial intelligence (AI) and HPC workloads, from Kubernetes to GPUs. Optimize today’s increasingly complex, demanding hybrid workloads, including machine learning training and AI inference. Tailor workload management to your needs: Customize the solution to meet your organization’s unique requirements and gain enhanced extensibility through a flexible plugin application programming interface (API). Use hook events for tailored job management and validation. Capabilities include: • Policy-driven job scheduling – accelerate job execution and select optimal job placement across diverse, broadly distributed resources using a modern, web-driven GraphQL interface; create intelligent policies to manage distributed, mixed-vendor computing assets as a single, unified system, with a topology-aware architecture that supports GPU scheduling • Budget allocation and cost control – manage budgets across your enterprise – on-premises, in the cloud and for multiple clusters – by allocating workload credits to your users in one or more customizable currencies; gain visibility into HPC usage enterprise-wide with full credit-consumption reporting by groups and by individual users • Unparalleled security – know your data is secure with the only workload manager and job scheduler to achieve EAL3+ certification and the only workload manager integrated with Red Hat’s SELinux cross-domain multi-level security (MLS) technology
HPCWorks Velocity™ (previously Accelerator) software – part of the Siemens Xcelerator business platform of software, hardware and services – is a scalable, event-driven workload manager and job scheduler designed to meet the complex demands of semiconductor design and electronic design automation (EDA). HPCWorks Velocity can run millions of jobs per day, with sub-millisecond latency for maximum throughput. With HPCWorks Velocity, users can make the most of expensive EDA software and maximize computing resources from small, dedicated server farms to complex, distributed HPC, cluster and cloud environments. Hierarchical scheduling can further boost throughput. Achieve maximum throughput: Maximize capacity utilization and accelerate throughput with event-driven architecture, a small memory footprint and extremely low dispatch latency. Stay informed with a big-picture view of completed, failed and waiting jobs. Prioritize important jobs: Enable critical jobs to run before less important jobs using features such as preemption and reservations. Suspend running jobs and resume them once higher-priority jobs have completed, so you don’t need to set licenses aside. Integrate with EDA solutions: Combine fast enterprise job scheduling with industry-leading tools for design flow visualization and dependency management, detailed monitoring and reporting, license allocation and more. Capabilities include: • Comprehensive policy management – control workloads, ensure fair user access and prioritize critical jobs by setting and enforcing policies using features such as fairshare, reservations and preemption • Detailed visibility – optimize your workload environment to meet changing needs with clear, detailed job visibility that informs data-driven policy decisions • Rapid cloud scaling – quickly and seamlessly scale up computing resources, and optimize workloads with high-throughput, cost-conscious job scheduling in the cloud • Cost management – bring cloud costs closer than ever to exact demand by scaling cloud resources back down to zero when they’re no longer needed • Hierarchical scheduling (HPCWorks Velocity Plus) – increase throughput and improve resource utilization by offloading the base scheduler with hierarchical scheduling
Neebal's Hyperautomation as a Service is more than just a transformative experience; it's a comprehensive partnership to revolutionize your enterprise. Our seasoned engineers, data scientists, and AI specialists collaborate tirelessly to assimilate your unique requirements, sculpting bespoke solutions with finesse and precision. Our Key Tenets of Hyperautomation: Intelligent Process Mining Cognitive Decision Automation Dynamic Robotic Process Automation (RPA) Smart Workflow Orchestration Predictive Insights and Analytics AI-powered Exception Handling Continuous Learning and Evolution
IBM Spectrum Conductor with Spark enables you to deploy Apache Spark efficiently and effectively, supporting multiple versions and instances of Spark and a broad set of born-in-the-cloud application frameworks. It increases performance and scale, maximizes usage of resources and eliminates silos of resources that would otherwise each be tied to separate application implementations. When combined with IBM Spectrum Scale, IBM Spectrum Conductor provides a highly scalable data- and application-optimized fabric that allows you to access, analyze and protect your data with maximum efficiency, fast deployment and simplified management.
iManage Informed helps managers in charge of cleaning manage, organize, analyze and optimize their operations via consultation and cleaning software.
Moab is an AI-native Enterprise Resource Planning (ERP) system specifically designed for equipment rental and dealership businesses. It provides a unified platform that automates workflows, connects sparse operational facets, and scales with business growth. By replacing fragmented and outdated tools, Moab offers a comprehensive operating system that enhances clarity, speed, and control in daily operations. Moab's user-friendly interface is mobile-friendly across all core workflows, allowing teams to access and manage operations from anywhere. It includes a centralized communications and notifications hub, task and workflow management for all functions, smart and automatic inbound triage, AI-embedded workflows across core operational and back-office functions, and real-time financial and inventory reporting.
Obsidian Scheduler is an enterprise-class job scheduler featuring clustering, recovery, and event-notification.
Ortom8 is a workload automation specialist helping organisations simplify, support and scale business-critical automation. For enterprises, Ortom8 provides expert BMC Control-M support, upgrades, health checks and SLA-backed managed services delivered by experienced Control-M specialists and former BMC consultants. With more than five decades of Control-M specialisation, Ortom8 helps IT and operations teams reduce risk, improve resilience, minimise downtime and keep critical workloads running 24/7. Ortom8 also provides Assurance, a single pane of glass for Control-M environments. Assurance gives teams greater visibility across their Control-M estate, helping them monitor workload performance, identify issues faster and make more informed operational decisions from one central dashboard. For growing businesses, Ortom8 offers a flexible SaaS workload automation platform designed to make automation more affordable, visible and easier to manage. The platform gives teams a clear view of their workloads in one place, with pay-as-you-go licensing, inclusive managed service support, enterprise-grade security and optional 24/7 cover. Together, Ortom8 combines deep workload automation expertise, practical managed service support and scalable technology. Whether supporting complex enterprise Control-M environments or helping SMEs adopt automation without enterprise-level cost and complexity, Ortom8 gives organisations the visibility, control and confidence to run better. - Assurance Dashboard a single pane of glass for Control-M environments - 24/7 Control-M support for enterprise teams - Control-M upgrades, health checks, and optimisation - SLA-backed managed services with clear accountability - Former BMC consultants and Control-M specialists - Five decades of Control-M specialisation - Support for internal teams, vendor transitions, and handovers - Flexible SaaS workload automation platform for SMEs - Pay-as-you-go licensing and inclusive managed service support
ProcMan is a change management DevOps tool for Control-M, IWSz and JCL. It automates IT operations, handling tasks and workload objects such as Control-M, IWSz and JCL. It offers custom interfaces, supports multiple IT environments and ensures compliance with the 4-eyes principle. Key features include version control, automated deployments and system integration, optimizing IT workflows from development to production. Personalized workflows and transition processes define the path that objects such as JCL, IWSz and Control-M take toward production. Distinct roles can be assigned to application developers, production planners and other users, defining their specific tasks during the handover stage. The solution supports the 4-eyes principle and a hands-off production approach by automating production changes. Every modification is recorded in an audit-compliant database, enabling detailed reporting and full traceability. Customizable rules and guidelines for JCL and related objects support compliance and standard adherence. Object changes are automatically checked and adapted for each environment, while deployment automation enables automatic and scheduled releases. Object version control allows previous versions to be retrieved, and a Rest API enables integration with existing systems for data exchange and workflow coordination.
R3S Workflow Manager is an enterprise-grade solution tailored for secure and scalable financial modeling. It offers comprehensive management for executing R3S Modeler models, encompassing data handling and Microsoft Excel® report generation. The platform ensures adherence to regulatory standards such as Solvency II and IFRS 17 through features like managed access, version control, and structured approval processes. By minimizing manual interventions, it safeguards model integrity and reduces operational risks in critical financial modeling operations. Key Features and Functionality: - Production Environment: Separates development from production by allowing approved models to be uploaded, scheduled, and executed with configurable runtime parameters. - Automated Workflows: Facilitates end-to-end automation from data upload to reporting, supporting both scheduled and on-demand runs. - Permission-Based Access: Offers customizable user profiles with defined roles and permissions to protect the integrity of the production process. - Approval and Verification Processes: Enables configuration of approval workflows for model execution and verification processes for result validation. - Active Directory Integration: Interfaces with domain systems to manage user credentials and group information, allowing domain users to log in using their existing credentials. - Automation Templates: Allows definition of templates for recurring calculations, automating processes at specified intervals (e.g., weekly, monthly, quarterly) to reduce manual workload. - Cloud Deployment: Supports deployment on various cloud infrastructures, including AWS services like Amazon EC2, AWS Batch, Amazon S3, and AWS Lambda, to enhance scalability, reliability, and efficiency. Primary Value and User Solutions: R3S Workflow Manager addresses the complexities of financial modeling by providing a secure, automated, and compliant environment for model execution. It streamlines workflows, reduces manual interventions, and ensures regulatory compliance, thereby mitigating operational risks. The integration with cloud services offers scalability and flexibility, allowing organizations to manage increasing data volumes and reporting demands efficiently. By automating routine processes and facilitating seamless collaboration through permission-based access and approval workflows, it enhances productivity and ensures the integrity of financial models.
Radmis AI is an automated voice control system designed to streamline application development by enabling developers to control and manage their applications through voice commands. Key Features and Functionality: - Voice-Activated Control: Allows developers to perform various application development tasks using voice commands, reducing the need for manual input. - Automation of Redundant Tasks: Automates repetitive and redundant tasks such as data entry, allowing developers to focus on more complex aspects of application development. - Integration with Development Tools: Seamlessly integrates with existing development environments and tools, enhancing workflow efficiency. Primary Value and User Benefits: Radmis AI addresses the challenge of time-consuming and repetitive tasks in application development by providing a voice-controlled automation system. This innovation enhances productivity, reduces the likelihood of human error, and allows developers to concentrate on more strategic and creative aspects of their projects. By leveraging voice commands, Radmis AI simplifies the development process, making it more efficient and user-friendly.
