# Best Workload Automation Software - Page 2

*By [Tian Lin](https://research.g2.com/insights/author/tian-lin)*


Workload automation (WLA) software is used to automate and orchestrate IT processes related to job scheduling, batch processing, data warehousing, and other repetitive, error-prone tasks. These tools centralize control over IT and business processes, connecting on-premises mainframes, cloud-native applications, cloud-based infrastructure, and more.

Companies use WLA software to schedule and manage workload processes while eliminating manual interactions. WLA can monitor processes in real time, providing auto remediation, alerts, and notifications, with centralized logging and reporting so IT can quickly address issues and optimize environments. This increases workload efficiency and reliability, enabling IT to dedicate more resources to other high-value tasks.

There is some relation between WLA software and [robotic process automation (RPA) software](https://www.g2crowd.com/categories/robotic-process-automation-rpa). Both these solutions help automate standalone tasks as well as workflows. The difference is that RPA uses bots to interact at the user-interface level to complete tasks such as data entry. WLA solutions connect programmatically to third-party applications or systems, enabling more robust and flexible integrations for managing dependencies and data across systems. As a result, WLA solutions are used to orchestrate end-to-end processes, while RPA is used to automate front-end tasks.

To qualify for inclusion in the Workload Automation category, a product must:

- Manage automated and scheduled IT workload tasks
- Utilize event triggers to automate business processes
- Execute and monitor business processes across distributed systems





## Top Workload Automation Software at a Glance
| # | Product | Rating | Best For | What Users Say |
|---|---------|--------|----------|----------------|
| 1 | [Control-M](https://www.g2.com/products/control-m/reviews) | 4.4/5.0 (167 reviews) | Cross-platform batch orchestration with dependency visibility | "[Reliable Enterprise Workload Automation Platform](https://www.g2.com/survey_responses/control-m-review-13143903)" |
| 2 | [RunMyJobs](https://www.g2.com/products/runmyjobs/reviews) | 4.8/5.0 (309 reviews) | SAP-centric batch orchestration with event-driven dependencies | "[RMJ- One of the best Job scheduling Tool](https://www.g2.com/survey_responses/runmyjobs-review-11563461)" |
| 3 | [Tines](https://www.g2.com/products/tines/reviews) | 4.7/5.0 (396 reviews) | No-code security and IT workflow orchestration | "[AI orchestration with Drag-and-Drop development tool](https://www.g2.com/survey_responses/tines-review-12620879)" |
| 4 | [JAMS](https://www.g2.com/products/jams-software-llc-jams/reviews) | 4.5/5.0 (269 reviews) | Cross-platform batch orchestration with PowerShell extensibility | "[Saved us from hiring a full-time automation engineer for gems website](https://www.g2.com/survey_responses/jams-review-12769674)" |
| 5 | [ActiveBatch](https://www.g2.com/products/activebatch/reviews) | 4.5/5.0 (233 reviews) | Cross-platform ETL orchestration with event-driven triggers | "[Automates Tasks, Frees Up Time](https://www.g2.com/survey_responses/activebatch-review-13067756)" |
| 6 | [Astro by Astronomer](https://www.g2.com/products/astro-by-astronomer/reviews) | 4.5/5.0 (135 reviews) | Managed Airflow orchestration without DevOps overhead | "[Asro literally assists in data engineering work, making it easier and more productive.](https://www.g2.com/survey_responses/astro-by-astronomer-review-8519803)" |
| 7 | [MindCloud](https://www.g2.com/products/mindcloud/reviews) | 4.9/5.0 (57 reviews) | E-commerce to ERP order automation | "[Responsive, Thorough Team and a User-Friendly Portal at MindCloud](https://www.g2.com/survey_responses/mindcloud-review-12880405)" |
| 8 | [Stonebranch](https://www.g2.com/products/stonebranch/reviews) | 4.5/5.0 (125 reviews) | Hybrid cloud job orchestration with SAP integration | "[Great Performance That Speeds Up Client Feed Onboarding](https://www.g2.com/survey_responses/stonebranch-review-12703027)" |
| 9 | [IBM Storage Scale](https://www.g2.com/products/ibm-storage-scale/reviews) | 4.3/5.0 (11 reviews) | Concurrent multi-node file access with HA/DR | "[More than a file system - a data management platform](https://www.g2.com/survey_responses/ibm-storage-scale-review-4404517)" |
| 10 | [kestra](https://www.g2.com/products/kestra-technologies-kestra/reviews) | 4.6/5.0 (24 reviews) | — | "[The Adamantium to my fragile AI pipeline](https://www.g2.com/survey_responses/kestra-review-12931708)" |


## G2 Grid® for Workload Automation Software
![G2 Grid® for Workload Automation Software plotting products by satisfaction and market presence](https://www.g2.com/categories/workload-automation/grids.png?focus%5B%5D=28337&focus%5B%5D=53854&focus%5B%5D=98376&focus%5B%5D=40279&focus%5B%5D=67919&focus%5B%5D=51147&focus%5B%5D=167654&focus%5B%5D=27545)
Highlighted products: Control-M, RunMyJobs, Tines, JAMS, ActiveBatch, Astro by Astronomer, MindCloud, and Stonebranch.
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&focus%5B%5D=jams-software-llc-jams&focus%5B%5D=activebatch&focus%5B%5D=astro-by-astronomer&focus%5B%5D=mindcloud&focus%5B%5D=stonebranch)


## How Many Workload Automation Software Products Does G2 Track?
**Total Products under this Category:** 95

### Category Stats (Jul 2026)
- **Average Rating**: 4.47/5 The average rating of products in this category, based on all submitted ratings
- **Top Trending Product**: Control-M (+0.39%) - Among all products in this category, Control-M recorded the largest rating increase compared to last month
*Last updated: July 23, 2026*


## How Does G2 Rank Workload Automation Software Products?

**Why You Can Trust G2's Software Rankings:**

- 30 Analysts and Data Experts
- 3,700+ Authentic Reviews
- 95+ Products
- Unbiased Rankings

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.


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---

## What Are the Top-Rated Workload Automation Software Products in 2026?
### 1. [HCL Workload Automation](https://www.g2.com/products/hcl-workload-automation/reviews)
Orchestrate complex workflows across multiple platforms and applications with best-in-class automation solution. Boost your business with the most advanced workload scheduling, managed file transfer, and real-time monitoring capabilities for continuous automation. Keep control on your automation processes from a single point of access and monitoring. Move to a cloud native architecture now and manage HCL Workload Automation delivered as containers supporting Kubernetes with one-line, one-click deployment. Automate anything, run anywhere.


**Average Rating:** 4.4/5.0
**Total Reviews:** 11
**How Do G2 Users Rate HCL Workload Automation?**

- **Proactive Workflow:** 7.9/10 (Category avg: 8.6/10)
- **Workload Processing:** 7.5/10 (Category avg: 9.0/10)
- **Scalability:** 7.9/10 (Category avg: 8.7/10)
- **Has the product been a good partner in doing business?:** 7.1/10 (Category avg: 8.9/10)

**Who Is the Company Behind HCL Workload Automation?**

- **Seller:** [HCL Technologies](https://www.g2.com/sellers/hcl-technologies)
- **Year Founded:** 1999
- **HQ Location:** Noida, Uttar Pradesh
- **Twitter:** @hcltech (425,043 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/1756/ (246,058 employees on LinkedIn®)
- **Ownership:** NSE - National Stock Exchange of India

**Who Uses This Product?**
- **Company Size:** 64% Enterprise, 36% Small-Business



#### What Are Recent G2 Reviews of HCL Workload Automation?

**"[It's robust and feature rich](https://www.g2.com/survey_responses/hcl-workload-automation-review-8213402)"**

**Rating:** 4.0/5.0 stars
*— Manikishore S.*

[Read full review](https://www.g2.com/survey_responses/hcl-workload-automation-review-8213402)

---

**"[Great schedule and process automation platform](https://www.g2.com/survey_responses/hcl-workload-automation-review-7613530)"**

**Rating:** 4.5/5.0 stars
*— Verified User in Leisure, Travel & Tourism*

[Read full review](https://www.g2.com/survey_responses/hcl-workload-automation-review-7613530)

---


#### What Are G2 Users Discussing About HCL Workload Automation?

- [What is HCL Workload Automation used for?](https://www.g2.com/discussions/what-is-hcl-workload-automation-used-for)

### 2. [BatchMan](https://www.g2.com/products/batchman/reviews)
BatchMan from HONICO by Stonebranch is a comprehensive job scheduling and process automation tool designed to enhance the efficiency of IT operations. It is tailored for SAP environments but can also integrate with other systems. Here are some key features and benefits of BatchMan: Key Features: Automated Job Scheduling: Schedule and manage background jobs and processes within SAP and other connected systems. Support for complex job chains and dependencies. Real-Time Monitoring: Provides real-time monitoring and control of scheduled jobs. Alerts and notifications for job status changes or failures. Centralized Management: Centralized interface for managing all job schedules across various systems. Simplified administration and reduced manual intervention. Integration with SAP: Seamless integration with SAP NetWeaver, SAP HANA, and other SAP components. Ability to manage SAP background jobs and integrate with SAP Solution Manager. Scalability: Scalable solution to handle large volumes of jobs and processes. Suitable for both small and large enterprises. Reporting and Analytics: Comprehensive reporting tools to analyze job performance and system utilization. Historical data analysis for trend identification and optimization. Security and Compliance: Adherence to security standards and compliance requirements. User and role-based access controls to ensure secure operations. Benefits: Increased Efficiency: Automates repetitive tasks, freeing up IT resources for more strategic activities. Improved Reliability: Ensures jobs are executed accurately and on time, reducing the risk of errors. Enhanced Visibility: Real-time monitoring and detailed reporting provide greater insight into job performance. Cost Savings: Reduces the need for manual job scheduling and monitoring, leading to cost savings in IT operations. Flexibility: Adaptable to various IT environments and easily integrates with existing systems. BatchMan is widely used in industries where reliable and efficient job scheduling is critical, such as manufacturing, finance, and retail. It helps organizations streamline their IT operations, improve system performance, and achieve better control over their processes.


**Average Rating:** 4.7/5.0
**Total Reviews:** 21
**How Do G2 Users Rate BatchMan?**

- **Proactive Workflow:** 7.5/10 (Category avg: 8.6/10)
- **Workload Processing:** 8.5/10 (Category avg: 9.0/10)
- **Scalability:** 8.8/10 (Category avg: 8.7/10)
- **Has the product been a good partner in doing business?:** 9.4/10 (Category avg: 8.9/10)

**Who Is the Company Behind BatchMan?**

- **Seller:** [HONICO by Stonebranch](https://www.g2.com/sellers/honico-by-stonebranch)
- **Year Founded:** 1999
- **HQ Location:** Hamburg, Hamburg
- **LinkedIn® Page:** https://www.linkedin.com/company/2645376/ (9 employees on LinkedIn®)

**Who Uses This Product?**
- **Top Industries:** Retail
- **Company Size:** 57% Enterprise, 29% Small-Business


#### What Are BatchMan's Pros and Cons?

**Pros:**

- Customer Support (1 reviews)
- Ease of Use (1 reviews)
- Job Scheduling (1 reviews)



### What Do G2 Reviewers Say About BatchMan?
*AI-generated summary from verified user reviews*

**Pros:**

- Users commend the **responsive and knowledgeable customer support** that enhances their experience with BatchMan.
- Users find BatchMan to be a **user-friendly scheduling solution** that simplifies managing SAP batch processes effectively.
- Users value the **robust job scheduling capabilities** of BatchMan, making daily SAP management efficient and user-friendly.


#### What Are Recent G2 Reviews of BatchMan?

**"[Efficient, User-friendly and Reliable Job Scheduling for SAP](https://www.g2.com/survey_responses/batchman-review-10221372)"**

**Rating:** 4.5/5.0 stars
*— Mayur S.*

[Read full review](https://www.g2.com/survey_responses/batchman-review-10221372)

---

**"[BatchMan support and easy to use with SAP not much training is needed for Business team](https://www.g2.com/survey_responses/batchman-review-10221525)"**

**Rating:** 5.0/5.0 stars
*— rajan c.*

[Read full review](https://www.g2.com/survey_responses/batchman-review-10221525)

---


#### What Are G2 Users Discussing About BatchMan?

- [What is BatchMan used for?](https://www.g2.com/discussions/what-is-batchman-used-for)

### 3. [Sterlo](https://www.g2.com/products/sterlo/reviews)
sterlo is a SaaS-based Enterprise No Code platform that enables users to develop code-free web and mobile apps. Designed to empower businesses across diverse industries and of varying sizes, sterlo offers unparalleled freedom and flexibility to build fully-functional apps. The platform also offers a wide range of features, including secure authentication, custom data connections, document management system, chat engine and extensive integrations to experience accelerated app creation. Anyone on the team can build and white-label apps without any third-party software and hardware dependencies. sterlo facilitates digital transformation that matters and changes the way apps are developed worldwide.


**Average Rating:** 4.7/5.0
**Total Reviews:** 35
**How Do G2 Users Rate Sterlo?**

- **Proactive Workflow:** 9.2/10 (Category avg: 8.6/10)
- **Workload Processing:** 8.9/10 (Category avg: 9.0/10)
- **Scalability:** 9.4/10 (Category avg: 8.7/10)
- **Has the product been a good partner in doing business?:** 9.5/10 (Category avg: 8.9/10)

**Who Is the Company Behind Sterlo?**

- **Seller:** [Sterlo](https://www.g2.com/sellers/sterlo)
- **Year Founded:** 2016
- **HQ Location:** Erode, Tamil nadu
- **Twitter:** @sterloproduct (12 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/sterloplatform/ (67 employees on LinkedIn®)

**Who Uses This Product?**
- **Top Industries:** Hospital & Health Care, Computer Software
- **Company Size:** 46% Enterprise, 29% Small-Business


#### What Are Sterlo's Pros and Cons?

**Pros:**

- Ease of Use (6 reviews)
- Customer Support (5 reviews)
- Low Code (5 reviews)
- No Coding (5 reviews)
- Versatility (5 reviews)

**Cons:**

- Insufficient Guidance (1 reviews)
- Insufficient Tutorials (1 reviews)
- Missing Features (1 reviews)


### What Do G2 Reviewers Say About Sterlo?
*AI-generated summary from verified user reviews*

**Pros:**

- Users appreciate the **ease of use** of Sterlo, enabling quick adaptation and efficient development across all users.
- Users commend the **responsive customer support** of Sterlo, appreciating their quick assistance and training during implementation.
- Users appreciate the **low-code no-code flexibility** of Sterlo, enabling rapid app development and seamless ERP integration.
- Users love Sterlo's **no coding approach** , allowing for quick app development and seamless integration across enterprise systems.
- Users value the **versatility** of Sterlo, enabling easy integration and customization for diverse enterprise needs.

**Cons:**

- Users feel that the **insufficient guidance** hinders their ability to navigate Sterlo effectively.
- Users find the **insufficient tutorials** challenging, indicating a need for better guidance in using Sterlo effectively.
- Users feel that there's a need to improve on **missing templates** to enhance the overall experience with Sterlo.

#### What Are Recent G2 Reviews of Sterlo?

**"[Best no code solutions for enterprise companies](https://www.g2.com/survey_responses/sterlo-review-10770519)"**

**Rating:** 4.0/5.0 stars
*— Karthikeyan M.*

[Read full review](https://www.g2.com/survey_responses/sterlo-review-10770519)

---

**"[Create custom web and mobile apps without coding](https://www.g2.com/survey_responses/sterlo-review-10774570)"**

**Rating:** 4.0/5.0 stars
*— Dharshini G.*

[Read full review](https://www.g2.com/survey_responses/sterlo-review-10774570)

---



### 4. [meshIQ](https://www.g2.com/products/meshiq/reviews)
meshIQ is the enterprise evolution platform purpose-built to transform how organizations manage and optimize their middleware—the digital nervous system of the enterprise. It provides unified visibility, control, and modernization of messaging, event streaming, and B2B transactional flows across all middleware vendors, all environments, and at enterprise scale. Acting as a real-time intelligence layer across your entire ecosystem, meshIQ connects, monitors, and analyzes every message, event, and business transaction with forensic-level insight, so you can run incredibly lean operations with confidence and control. By eliminating the expense, complexity, and manual nature of managing multiple middleware platforms, meshIQ helps enterprises dramatically cut OPEX, resolve incidents and disputes up to 70% faster, reduce manual reconciliation efforts, and accelerate service delivery. The platform also provides a safe, fast, and reliable path to modernize middleware and migrate to modern architectures such as Apache Kafka®, ActiveMQ®, and cloud-native environments—without disruption. And with built-in B2B Flow Intelligence, organizations can assure every business transaction to safeguard revenue, meet regulatory requirements, and protect customer trust and experiences.


**Average Rating:** 4.6/5.0
**Total Reviews:** 99
**How Do G2 Users Rate meshIQ?**

- **Proactive Workflow:** 9.3/10 (Category avg: 8.6/10)
- **Workload Processing:** 9.2/10 (Category avg: 9.0/10)
- **Scalability:** 9.3/10 (Category avg: 8.7/10)
- **Has the product been a good partner in doing business?:** 8.8/10 (Category avg: 8.9/10)

**Who Is the Company Behind meshIQ?**

- **Seller:** [meshIQ](https://www.g2.com/sellers/meshiq)
- **Company Website:** https://www.meshiq.com/
- **Year Founded:** 1994
- **HQ Location:** Plainview, NY
- **LinkedIn® Page:** https://www.linkedin.com/company/nastel-technologies/ (62 employees on LinkedIn®)

**Who Uses This Product?**
- **Who Uses This:** Software Engineer
- **Top Industries:** Banking, Information Technology and Services
- **Company Size:** 43% Enterprise, 36% Mid-Market


#### What Are meshIQ's Pros and Cons?

**Pros:**

- Ease of Use (33 reviews)
- Real-time Monitoring (20 reviews)
- User Interface (17 reviews)
- Monitoring (15 reviews)
- Useful (11 reviews)

**Cons:**

- Difficult Learning (14 reviews)
- Learning Curve (14 reviews)
- Complexity (11 reviews)
- Difficult Configuration (10 reviews)
- Learning Difficulty (10 reviews)


### What Do G2 Reviewers Say About meshIQ?
*AI-generated summary from verified user reviews*

**Pros:**

- Users commend the **ease of use** of meshIQ, appreciating its intuitive design and unified view across platforms.
- Users value the **real-time monitoring** of meshIQ, facilitating quick issue detection and enhancing operational efficiency.
- Users appreciate the **intuitive user interface** of meshIQ, enabling quick insights for both technical and management teams.
- Users appreciate the **deep visibility** into middleware environments, making monitoring and troubleshooting significantly easier.
- Users appreciate the **deep visibility into middleware environments** provided by meshIQ, simplifying monitoring and troubleshooting significantly.

**Cons:**

- Users find the **difficult learning** curve of meshIQ overwhelming, especially for advanced configurations and heavy datasets.
- Users find the **learning curve steep** for MeshIQ, as the powerful features can be overwhelming initially.
- Users find the **complexity of initial setup** and dense configurations challenging, hindering effective use of meshIQ.
- Users find the **difficult configuration** of meshIQ time-consuming and challenging, especially for those unfamiliar with the system.
- Users find the **learning difficulty** of meshIQ challenging, particularly during initial setup and advanced feature usage.

#### What Are Recent G2 Reviews of meshIQ?

**"[Nastel xRay with powerful ML](https://www.g2.com/survey_responses/meshiq-review-6834033)"**

**Rating:** 5.0/5.0 stars
*— Aniket T.*

[Read full review](https://www.g2.com/survey_responses/meshiq-review-6834033)

---

**"[Robust Message Tracking, Needs Better Observability](https://www.g2.com/survey_responses/meshiq-review-11712309)"**

**Rating:** 4.0/5.0 stars
*— kamalakar r.*

[Read full review](https://www.g2.com/survey_responses/meshiq-review-11712309)

---



### 5. [Cisco Workload Optimization Manager](https://www.g2.com/products/cisco-workload-optimization-manager/reviews)
Instantly scale resources up or down in response to changing demand assuring workload performance. Drive up utilization and workload density. Reduce costs with accurate sizing and forecasting of future capacity. Your business experiences increased performance across on-premise and public clouds.


**Average Rating:** 4.1/5.0
**Total Reviews:** 9
**How Do G2 Users Rate Cisco Workload Optimization Manager?**

- **Workload Processing:** 8.7/10 (Category avg: 9.0/10)
- **Scalability:** 7.9/10 (Category avg: 8.7/10)
- **Has the product been a good partner in doing business?:** 8.3/10 (Category avg: 8.9/10)

**Who Is the Company Behind Cisco Workload Optimization Manager?**

- **Seller:** [Cisco](https://www.g2.com/sellers/cisco)
- **Year Founded:** 1984
- **HQ Location:** San Jose, CA
- **Twitter:** @Cisco (720,366 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/cisco/ (95,545 employees on LinkedIn®)
- **Ownership:** NASDAQ:CSCO

**Who Uses This Product?**
- **Company Size:** 40% Enterprise, 40% Mid-Market



#### What Are Recent G2 Reviews of Cisco Workload Optimization Manager?

**"[Cisco Workload Optimization Manager Review](https://www.g2.com/survey_responses/cisco-workload-optimization-manager-review-5108120)"**

**Rating:** 5.0/5.0 stars
*— Verified User in Computer Software*

[Read full review](https://www.g2.com/survey_responses/cisco-workload-optimization-manager-review-5108120)

---

**"[Workload Optimization Manager](https://www.g2.com/survey_responses/cisco-workload-optimization-manager-review-4743970)"**

**Rating:** 5.0/5.0 stars
*— Verified User in Computer Networking*

[Read full review](https://www.g2.com/survey_responses/cisco-workload-optimization-manager-review-4743970)

---


#### What Are G2 Users Discussing About Cisco Workload Optimization Manager?

- [What does Cisco CWOM stand for?](https://www.g2.com/discussions/what-does-cisco-cwom-stand-for)
- [What is cisco intersight workload Optimizer?](https://www.g2.com/discussions/what-is-cisco-intersight-workload-optimizer)
- [How does Cisco workload optimization manager help mitigate application performance issues?](https://www.g2.com/discussions/how-does-cisco-workload-optimization-manager-help-mitigate-application-performance-issues)
- [What is cisco workload Optimization manager?](https://www.g2.com/discussions/what-is-cisco-workload-optimization-manager)

### 6. [A-AUTO](https://www.g2.com/products/a-auto/reviews)
A-AUTO is a task management software that helps workers to manage their job and workload automation. It helps businesses to run in a more efficient and productive speed.


**Average Rating:** 4.8/5.0
**Total Reviews:** 7
**How Do G2 Users Rate A-AUTO?**

- **Proactive Workflow:** 10.0/10 (Category avg: 8.6/10)
- **Workload Processing:** 10.0/10 (Category avg: 9.0/10)
- **Scalability:** 10.0/10 (Category avg: 8.7/10)
- **Has the product been a good partner in doing business?:** 9.2/10 (Category avg: 8.9/10)

**Who Is the Company Behind A-AUTO?**

- **Seller:** [UNIRITA](https://www.g2.com/sellers/unirita)
- **HQ Location:** N/A
- **LinkedIn® Page:** https://www.linkedin.com/company/No-Linkedin-Presence-Added-Intentionally-By-DataOps (1 employees on LinkedIn®)
- **Ownership:** TYO: 3800

**Who Uses This Product?**
- **Company Size:** 86% Mid-Market, 14% Small-Business



#### What Are Recent G2 Reviews of A-AUTO?

**"[Strong Security and Compliance for Sensitive Data](https://www.g2.com/survey_responses/a-auto-review-12923102)"**

**Rating:** 4.5/5.0 stars
*— Daimler D.*

[Read full review](https://www.g2.com/survey_responses/a-auto-review-12923102)

---

**"[A-AUTO Delivers Seamless 24x7 Cross-Platform Job Scheduling](https://www.g2.com/survey_responses/a-auto-review-12927199)"**

**Rating:** 5.0/5.0 stars
*— Gurdeep S.*

[Read full review](https://www.g2.com/survey_responses/a-auto-review-12927199)

---



### 7. [VisualCron](https://www.g2.com/products/visualcron/reviews)
VisualCron is an automation and integration tool for Windows used all over the world. About 50% of the customers are based in US. VisualCron combines many features into one product. Through scheduling you can set your Jobs to run on a specific time or event. The Tasks in each Job automate scripts and eliminate human errors. Through various Tasks you can integrate different systems through file transfer, encryption, compression and transformation. VisualCron works with common protocols and services like; SFTP, FTP, SCP, SSH, SQL, Amazon S3, Amazon EC2, GoogleDrive, OneDrive, Box, Dropbox, Slack, PeopleSoft, VMWare, SSRS, Exchange, WebDAV, Office365, Pushbullet, Crystal reports, Dynamic CRM, AS/400, IIS, Informatica, Azure Service Bus, Rabbit MQ, Telegram, SAP, Microsoft Azure, Oracle, MySQL, Twitter, HyperV, MSMQ, PDF, Sharepoint and more. More information here: https://www.visualcron.com


**Average Rating:** 4.6/5.0
**Total Reviews:** 7
**How Do G2 Users Rate VisualCron?**

- **Has the product been a good partner in doing business?:** 9.6/10 (Category avg: 8.9/10)

**Who Is the Company Behind VisualCron?**

- **Seller:** [Continuous](https://www.g2.com/sellers/continuous-1e98ae4c-b312-4d6c-af55-0feb5a942ce0)
- **Year Founded:** 1980
- **HQ Location:** Houston, TX
- **LinkedIn® Page:** https://www.linkedin.com/company/2207914/ (192 employees on LinkedIn®)

**Who Uses This Product?**
- **Company Size:** 86% Mid-Market, 14% Small-Business



#### What Are Recent G2 Reviews of VisualCron?

**"[Effortless Hierarchical Listings and Easy to Use](https://www.g2.com/survey_responses/visualcron-review-12662264)"**

**Rating:** 5.0/5.0 stars
*— Lisa G.*

[Read full review](https://www.g2.com/survey_responses/visualcron-review-12662264)

---

**"[visualcron](https://www.g2.com/survey_responses/visualcron-review-6516446)"**

**Rating:** 4.5/5.0 stars
*— VINIT L.*

[Read full review](https://www.g2.com/survey_responses/visualcron-review-6516446)

---



### 8. [Ascend.io](https://www.g2.com/products/ascend-io-ascend-io/reviews)
Ascend.io is an agentic data engineering platform that enables data teams to build, automate, and optimize pipelines across the entire data lifecycle. The platform combines a metadata-driven automation engine with integrated AI agents, allowing engineers to focus on delivering data outcomes rather than managing operational overhead. Traditional data architectures rely on multiple point solutions—one for ingestion, another for transformation, a third for orchestration. This fragmentation makes automation difficult and creates operational burden. Ascend unifies these capabilities in a single environment, giving AI agents full context to take meaningful action across the entire data ecosystem. The platform handles ingestion, transformation, orchestration, and delivery within one unified system, eliminating the need to stitch together disparate tools with custom code. Otto, the platform's AI copilot, helps engineers generate code, write documentation, troubleshoot incidents, and optimize performance—all within the context of their actual pipelines. DataOps Agents handle routine operational tasks including incident response, code reviews, and performance monitoring, reducing the maintenance burden that typically consumes significant engineering capacity. The Intelligence Core continuously collects metadata across code, infrastructure, and data lineage, enabling the system to detect changes and propagate updates automatically without manual intervention. Smart Components track code fingerprints and data lineage to execute incremental processing efficiently, reducing compute costs and processing time. Ascend connects natively to major cloud data warehouses including Snowflake, Databricks, BigQuery, and MotherDuck. Organizations use the platform to modernize legacy ETL systems, implement data mesh architectures, and prepare data for AI and machine learning workloads. The platform serves data engineering and platform teams across healthcare, financial services, retail, media, and manufacturing. The platform's AI-native architecture differentiates it from solutions that treat AI as an add-on feature. The unified design provides AI agents with comprehensive context across the data ecosystem, enabling them to take action on issues rather than simply surfacing alerts.


**Average Rating:** 4.7/5.0
**Total Reviews:** 9
**How Do G2 Users Rate Ascend.io?**

- **Workload Processing:** 10.0/10 (Category avg: 9.0/10)

**Who Is the Company Behind Ascend.io?**

- **Seller:** [Ascend.io](https://www.g2.com/sellers/ascend-io-71765567-7679-4b4f-9ab8-867fdacc2bb6)
- **Company Website:** https://www.ascend.io
- **Year Founded:** 2015
- **HQ Location:** Palo Alto, California, United States
- **LinkedIn® Page:** https://www.linkedin.com/company/ascend-io/ (21 employees on LinkedIn®)

**Who Uses This Product?**
- **Company Size:** 56% Small-Business, 11% Mid-Market


#### What Are Ascend.io's Pros and Cons?

**Pros:**

- Ease of Use (6 reviews)
- Automation (5 reviews)
- Efficiency Improvement (5 reviews)
- Flexibility (4 reviews)
- Solution Efficiency (4 reviews)

**Cons:**

- Difficult Learning (3 reviews)
- Learning Curve (3 reviews)
- Learning Difficulty (3 reviews)
- Limited Features (3 reviews)
- Steep Learning Curve (3 reviews)


### What Do G2 Reviewers Say About Ascend.io?
*AI-generated summary from verified user reviews*

**Pros:**

- Users appreciate the **ease of use** of Ascend.io, enabling efficient and flexible data pipeline solutions effortlessly.
- Users are impressed with the **automation capabilities** of Ascend.io, significantly reducing manual workload and enhancing efficiency.
- Users commend Ascend.io for its **efficiency improvement** , allowing rapid execution of complex data tasks and workflows.
- Users appreciate the **flexibility** of Ascend.io, enabling them to solve complex data pipeline challenges efficiently and intuitively.
- Users appreciate the **efficient solution** provided by Ascend.io, significantly reducing time spent on data pipeline tasks.

**Cons:**

- Users find the **difficult learning curve** challenging when transitioning to Ascend.io's declarative automation approach.
- Users face a **steep learning curve** when transitioning to Ascend.io's declarative approach and understanding its features.
- Users face a significant **learning difficulty** in adapting to Ascend.io’s declarative model compared to traditional scripting methods.
- Users note a **limited selection of models** in Ascend.io, impacting their ability to fully customize their experience.
- Users face a significant **steep learning curve** when transitioning to Ascend.io's declarative mindset and platform features.

#### What Are Recent G2 Reviews of Ascend.io?

**"[Agentic Data Engineering Shows Real Promise, But Requires Mental Shift](https://www.g2.com/survey_responses/ascend-io-review-12297132)"**

**Rating:** 4.5/5.0 stars
*— Stefano T.*

[Read full review](https://www.g2.com/survey_responses/ascend-io-review-12297132)

---

**"[Ascend.io demonstrates how powerful agents are](https://www.g2.com/survey_responses/ascend-io-review-12345212)"**

**Rating:** 5.0/5.0 stars
*— Alina V.*

[Read full review](https://www.g2.com/survey_responses/ascend-io-review-12345212)

---



### 9. [ContraForce](https://www.g2.com/products/contraforce/reviews)
ContraForce is an AI operations control plane for MSSPs, MSPs, and security operations teams delivering managed detection and response on Microsoft Sentinel and Microsoft Defender XDR. The platform orchestrates multi-tenant incident operations by automating triage, investigation, enrichment, and guided response actions through Security Delivery Agents—AI-driven workflow operators that execute repeatable SOC tasks under policy controls. Core capabilities include: - Gamebooks – SOP-driven playbooks that standardize workflows and enforce consistent execution across customer environments. - Human-in-the-loop controls – Approval gates and audit logging for safe, governed response actions. - Multi-tenant operations – Centralized management across multiple Microsoft security tenants without data duplication. - PSA and ticketing integrations – Native connections to ServiceNow, Jira, Autotask, and service management tools. ContraForce deploys in approximately 30 minutes using federated access, keeping security data in the customer tenant with no complex data migration required. Security teams use ContraForce to reduce triage effort, improve investigation consistency, and scale Microsoft-native MXDR delivery without proportional headcount growth. Ideal for: MSSPs, MSPs, and enterprise SOC teams operating Microsoft Sentinel and Defender XDR at scale.


**Average Rating:** 4.8/5.0
**Total Reviews:** 5
**How Do G2 Users Rate ContraForce?**

- **Has the product been a good partner in doing business?:** 10.0/10 (Category avg: 8.9/10)

**Who Is the Company Behind ContraForce?**

- **Seller:** [ContraForce](https://www.g2.com/sellers/contraforce)
- **Year Founded:** 2022
- **HQ Location:** Frisco, US
- **Twitter:** @ContraForceSec (22 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/contraforce/ (25 employees on LinkedIn®)

**Who Uses This Product?**
- **Company Size:** 60% Mid-Market, 40% Small-Business


#### What Are ContraForce's Pros and Cons?

**Pros:**

- Ease of Use (2 reviews)
- Integrations (2 reviews)
- Alerting (1 reviews)
- Automation (1 reviews)
- Centralized Management (1 reviews)

**Cons:**

- Detection Issues (1 reviews)
- Expensive (1 reviews)
- Insufficient Information (1 reviews)
- Limited Functionality (1 reviews)
- Missing Features (1 reviews)


### What Do G2 Reviewers Say About ContraForce?
*AI-generated summary from verified user reviews*

**Pros:**

- Users highlight the **ease of use** of ContraForce, appreciating its quick setup and straightforward automation capabilities.
- Users appreciate the **easy endpoint integration** of ContraForce, benefiting from excellent customer support and continuous service enhancements.
- Users value the **centralized alerting and monitoring system** of ContraForce, enhancing efficiency for MSSP providers.
- Users commend the **automation capabilities** of ContraForce, streamlining cybersecurity processes and enhancing protection effectively.
- Users value the **centralized management** of ContraForce, enhancing efficiency for MSSP providers with multiple clients.

**Cons:**

- Users report **detection issues** with ContraForce, lacking critical details and real-time logs for effective incident response.
- Users find the platform **expensive** given its lack of essential features and limited logging capabilities.
- Users express concern over the **insufficient information** , lacking essential logs and incident details for effective use.
- Users find the **limited functionality** of ContraForce restricts effectiveness, lacking essential logging and alert details.
- Users find **missing features** in ContraForce, lacking essential details and real-time log access for effective incident response.

#### What Are Recent G2 Reviews of ContraForce?

**"[Excellent support for those worried about cybersecurity attacks](https://www.g2.com/survey_responses/contraforce-review-9296434)"**

**Rating:** 5.0/5.0 stars
*— Garland B.*

[Read full review](https://www.g2.com/survey_responses/contraforce-review-9296434)

---

**"[Highly Recommend ContraForce!](https://www.g2.com/survey_responses/contraforce-review-7390141)"**

**Rating:** 5.0/5.0 stars
*— Jennifer B.*

[Read full review](https://www.g2.com/survey_responses/contraforce-review-7390141)

---



### 10. [WorkMap.ai](https://www.g2.com/products/workmap-ai/reviews)
HyperBase allows you to simplify data collection through webforms and automate business processes with workflows and database apps – all in its anywhere accessible cloud database solution.


**Average Rating:** 3.7/5.0
**Total Reviews:** 13
**How Do G2 Users Rate WorkMap.ai?**

- **Proactive Workflow:** 7.5/10 (Category avg: 8.6/10)
- **Workload Processing:** 7.8/10 (Category avg: 9.0/10)
- **Scalability:** 7.8/10 (Category avg: 8.7/10)
- **Has the product been a good partner in doing business?:** 8.3/10 (Category avg: 8.9/10)

**Who Is the Company Behind WorkMap.ai?**

- **Seller:** [HyperOffice](https://www.g2.com/sellers/hyperoffice)
- **HQ Location:** Rockville, MD
- **LinkedIn® Page:** https://www.linkedin.com/company/40617/ (18 employees on LinkedIn®)

**Who Uses This Product?**
- **Company Size:** 62% Small-Business, 38% Mid-Market



#### What Are Recent G2 Reviews of WorkMap.ai?

**"[Create Smooth Workflows for smooth operations of your Business](https://www.g2.com/survey_responses/workmap-ai-review-8197338)"**

**Rating:** 4.5/5.0 stars
*— Verified User in Computer Software*

[Read full review](https://www.g2.com/survey_responses/workmap-ai-review-8197338)

---

**"[Efficient web based tool for businesses](https://www.g2.com/survey_responses/workmap-ai-review-9174950)"**

**Rating:** 4.5/5.0 stars
*— Verified User in Information Technology and Services*

[Read full review](https://www.g2.com/survey_responses/workmap-ai-review-9174950)

---


#### What Are G2 Users Discussing About WorkMap.ai?

- [What is WorkMap.ai used for?](https://www.g2.com/discussions/what-is-workmap-ai-used-for)

### 11. [Qntrl](https://www.g2.com/products/qntrl-qntrl/reviews)
Qntrl by Zoho, is a unified workflow orchestration and integration platform designed to help mid-sized and large enterprises master operational complexity. By converging end-to-end process governance, an advanced rule engine, and real-time auditing onto a single platform, Qntrl bridges the gap between human-centric business operations and complex IT infrastructure. Modern enterprises often struggle with fragmented systems that cause context switching, data silos, and deployment bottlenecks. Qntrl solves this operational chaos by anchoring its architecture on three integrated solutions, as shown below. Business process management Automate the flow of data and intent between people and teams. Qntrl provides an intuitive drag-and-drop interface for process mapping, unified request submission portals, and strict compliance enforcement to eliminate manual bottlenecks in approvals, reviews, and data entry. IT orchestration Automate system-to-system operations with zero human intervention. Powered by an event-driven engine, Qntrl orchestrates critical operations like server provisioning, user access management, and CI/CD deployments. IT teams can build self-healing workflows that automatically detect infrastructure anomalies, trigger remediation scripts, and generate immutable audit trails. Middleware integration Connect cloud applications directly to your legacy on-premises architectures. Qntrl Bridge acts as a secure, lightweight agent behind your firewall, facilitating real-time data syncs, file transfers, and heavyweight API hosting without requiring you to open inbound network ports. Deep ecosystem connectivity Feel at home, instantly. With over 500 prebuilt integrations, Qntrl natively connects to your existing enterprise stack, whether it's SAP, Salesforce, AWS, or Microsoft. For IT leaders already invested in Zoho Corporation tools, Qntrl acts as the unified IT orchestration layer for the ManageEngine suite. It coordinates incident responses, infrastructure changes, and endpoint management across ServiceDesk Plus, OpManager, and Endpoint Central into cohesive, automated workflows. Enterprise security and developer governance Deploy with absolute confidence. Qntrl provides a robust developer experience, featuring a native VS Code plugin, automated quality gates, and Git-style sandbox environments for safe, isolated testing before production rollouts. The platform ensures complete data privacy, SOC 2 compliance, granular role-based access control, and comprehensive execution logging for SIEM integration. Experience Qntrl at www.qntrl.com, the orchestration platform built to scale with your infrastructure, streamline your operations, and drive your enterprise forward without compromise.


**Average Rating:** 4.5/5.0
**Total Reviews:** 28
**How Do G2 Users Rate Qntrl?**

- **Has the product been a good partner in doing business?:** 9.0/10 (Category avg: 8.9/10)

**Who Is the Company Behind Qntrl?**

- **Seller:** [Qntrl](https://www.g2.com/sellers/qntrl)
- **HQ Location:** Austin, US
- **Twitter:** @qntrl_hq (140 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/qntrl/ (16 employees on LinkedIn®)

**Who Uses This Product?**
- **Top Industries:** Management Consulting, Information Technology and Services
- **Company Size:** 61% Mid-Market, 25% Small-Business



#### What Are Recent G2 Reviews of Qntrl?

**"[It's a great workflow building tool !](https://www.g2.com/survey_responses/qntrl-review-4909634)"**

**Rating:** 4.5/5.0 stars
*— Bhavana N.*

[Read full review](https://www.g2.com/survey_responses/qntrl-review-4909634)

---

**"[Great system if you have a few processes to track](https://www.g2.com/survey_responses/qntrl-review-4919670)"**

**Rating:** 5.0/5.0 stars
*— Verified User in Telecommunications*

[Read full review](https://www.g2.com/survey_responses/qntrl-review-4919670)

---


#### What Are G2 Users Discussing About Qntrl?

- [What is workflow orchestration?](https://www.g2.com/discussions/what-is-workflow-orchestration)
- [What is Orchestly?](https://www.g2.com/discussions/what-is-orchestly)
- [Is Orchestly part of Zoho one?](https://www.g2.com/discussions/is-orchestly-part-of-zoho-one)
- [What is qntrl?](https://www.g2.com/discussions/what-is-qntrl)

### 12. [BlueCat Gateway](https://www.g2.com/products/bluecat-gateway/reviews)
BlueCat Gateway allows you to automate and transform mission-critical business requirements into DNS, DDI, DHCP, and IPAM workflows, plugins, and applications and enables the rapid development of turn-key integrations with existing technology investments. Using zero-touch automation frees IT teams from time-consuming, error-prone, and repetitive network configuration and provisioning tasks so they can focus on the innovation business needs. BlueCat’s automation platform automates the DNS services necessary to provision and deallocates cloud and on-premises resources, enabling IT to respond faster to user requests.


**Average Rating:** 4.9/5.0
**Total Reviews:** 5
**How Do G2 Users Rate BlueCat Gateway?**

- **Proactive Workflow:** 10.0/10 (Category avg: 8.6/10)
- **Workload Processing:** 10.0/10 (Category avg: 9.0/10)
- **Scalability:** 10.0/10 (Category avg: 8.7/10)
- **Has the product been a good partner in doing business?:** 8.3/10 (Category avg: 8.9/10)

**Who Is the Company Behind BlueCat Gateway?**

- **Seller:** [BlueCat](https://www.g2.com/sellers/bluecat)
- **Year Founded:** 2001
- **HQ Location:** Toronto, Ontario
- **Twitter:** @BlueCatNetworks (2,228 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/bluecat-networks/ (719 employees on LinkedIn®)

**Who Uses This Product?**
- **Company Size:** 40% Enterprise, 40% Small-Business



#### What Are Recent G2 Reviews of BlueCat Gateway?

**"[A Game-Changer for DNS and Network Management.](https://www.g2.com/survey_responses/bluecat-gateway-review-9100710)"**

**Rating:** 5.0/5.0 stars
*— jayan x.*

[Read full review](https://www.g2.com/survey_responses/bluecat-gateway-review-9100710)

---

**"[ease for dns and  network automations](https://www.g2.com/survey_responses/bluecat-gateway-review-9374339)"**

**Rating:** 4.5/5.0 stars
*— sandeep U.*

[Read full review](https://www.g2.com/survey_responses/bluecat-gateway-review-9374339)

---



### 13. [CloudVision](https://www.g2.com/products/cloudvision/reviews)
CloudVision is a network-wide approach for workload orchestration, workflow automation and real-time telemetry as a turnkey solution for Cloud Networking.


**Average Rating:** 4.8/5.0
**Total Reviews:** 3
**How Do G2 Users Rate CloudVision?**

- **Proactive Workflow:** 10.0/10 (Category avg: 8.6/10)
- **Workload Processing:** 9.4/10 (Category avg: 9.0/10)
- **Scalability:** 9.4/10 (Category avg: 8.7/10)
- **Has the product been a good partner in doing business?:** 8.3/10 (Category avg: 8.9/10)

**Who Is the Company Behind CloudVision?**

- **Seller:** [Arista Networks](https://www.g2.com/sellers/arista-networks-39d4d864-54b5-4f9b-bebc-dc5cf72757ca)
- **Year Founded:** 2004
- **HQ Location:** Santa Clara, US
- **Twitter:** @arista_channels (2,437 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/80069/ (5,642 employees on LinkedIn®)
- **Ownership:** NYSE:ANET

**Who Uses This Product?**
- **Company Size:** 67% Mid-Market, 33% Enterprise



#### What Are Recent G2 Reviews of CloudVision?

**"[Seamless Cloud Networking Made Easy using Turnkey Solution](https://www.g2.com/survey_responses/cloudvision-review-8302241)"**

**Rating:** 5.0/5.0 stars
*— PRANAV K.*

[Read full review](https://www.g2.com/survey_responses/cloudvision-review-8302241)

---

**"[User](https://www.g2.com/survey_responses/cloudvision-review-8508734)"**

**Rating:** 4.5/5.0 stars
*— Abu Baker E.*

[Read full review](https://www.g2.com/survey_responses/cloudvision-review-8508734)

---



### 14. [ReadyWorks](https://www.g2.com/products/readyworks/reviews)
ReadyWorks is a Digital Platform Conductor. It reduces the Risk and Cost of IT Infrastructure Programs. ReadyWorks integrates and normalizes critical program data, analyzes risk, automates and orchestrates workflows, and provides real-time status in a single command and control platform. Use ReadyWorks to orchestrate and automate Windows 10 Servicing, asset lifecycle management, Data Center Modernization / Cloud Migrations, O365 Migrations, AD Consolidation, LAN/WAN Upgrades, IoT /Edge Deployments, Application Deployments/Upgrades, and more. Schedule a demo today at https://www.readyworks.com/demo.


**Average Rating:** 4.7/5.0
**Total Reviews:** 3
**How Do G2 Users Rate ReadyWorks?**

- **Proactive Workflow:** 6.7/10 (Category avg: 8.6/10)
- **Workload Processing:** 10.0/10 (Category avg: 9.0/10)
- **Scalability:** 10.0/10 (Category avg: 8.7/10)
- **Has the product been a good partner in doing business?:** 10.0/10 (Category avg: 8.9/10)

**Who Is the Company Behind ReadyWorks?**

- **Seller:** [ReadyWorks](https://www.g2.com/sellers/readyworks)
- **Year Founded:** 2019
- **HQ Location:** White Plains, US
- **Twitter:** @readyworks_inc (112 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/readyworks-software/about/ (26 employees on LinkedIn®)

**Who Uses This Product?**
- **Company Size:** 67% Mid-Market, 33% Enterprise


#### What Are ReadyWorks's Pros and Cons?

**Pros:**

- Centralized Management (1 reviews)
- Control (1 reviews)
- Ease of Use (1 reviews)
- Easy Integrations (1 reviews)
- Integrations (1 reviews)

**Cons:**

- Deployment Issues (1 reviews)


### What Do G2 Reviewers Say About ReadyWorks?
*AI-generated summary from verified user reviews*

**Pros:**

- Users benefit from **centralized management** with ReadyWorks, gaining improved visibility and efficiency across their networks.
- Users benefit from **easy control access** with ReadyWorks, significantly enhancing team visibility and task management efficiency.
- Users value the **ease of use** of ReadyWorks, appreciating its simple integration and streamlined access for teams.
- Users appreciate the **easy integrations** of ReadyWorks, enabling quick connections with various systems for better efficiency.
- Users appreciate the **quick integrations** of ReadyWorks, significantly enhancing visibility and efficiency for support teams.

**Cons:**

- Users often face **deployment issues** with ReadyWorks, experiencing longer integration times than expected, but support is excellent.

#### What Are Recent G2 Reviews of ReadyWorks?

**"[ReadyWorks is best in class for workflow management](https://www.g2.com/survey_responses/readyworks-review-6530166)"**

**Rating:** 5.0/5.0 stars
*— JP B.*

[Read full review](https://www.g2.com/survey_responses/readyworks-review-6530166)

---

**"[ReadyWorks Tools and Team Really Deliver](https://www.g2.com/survey_responses/readyworks-review-10407638)"**

**Rating:** 5.0/5.0 stars
*— Curtis L.*

[Read full review](https://www.g2.com/survey_responses/readyworks-review-10407638)

---


#### What Are G2 Users Discussing About ReadyWorks?

- [What is ReadyWorks used for?](https://www.g2.com/discussions/what-is-readyworks-used-for)

### 15. [XINFO](https://www.g2.com/products/beta-systems-software-ag-xinfo/reviews)
XINFO, known as SmartIS in the US, streamlines data center management by offering a comprehensive analysis and reporting tool for various systems. It centralizes critical IT information, enabling efficient process evaluation and a holistic view of IT operations. Supporting systems like JCL, DB2, and Control-M, XINFO is essential for users in development, planning, and operations, simplifying data access and improving decision-making.


**Average Rating:** 4.7/5.0
**Total Reviews:** 3

**Who Is the Company Behind XINFO?**

- **Seller:** [Beta Systems Software AG](https://www.g2.com/sellers/beta-systems-software-ag-b1443673-394c-46ac-b09d-c606d5372178)
- **Year Founded:** 1983
- **HQ Location:** Berlin, DE
- **LinkedIn® Page:** https://www.linkedin.com/company/beta-systems-software-ag (361 employees on LinkedIn®)
- **Phone:** +49 (0) 30 72 61 18 0

**Who Uses This Product?**
- **Company Size:** 100% Enterprise



#### What Are Recent G2 Reviews of XINFO?

**"[Knowledge is power](https://www.g2.com/survey_responses/xinfo-review-12945725)"**

**Rating:** 5.0/5.0 stars
*— Erik W.*

[Read full review](https://www.g2.com/survey_responses/xinfo-review-12945725)

---

**"[Universal evaluations independent of the data basis](https://www.g2.com/survey_responses/xinfo-review-12947962)"**

**Rating:** 5.0/5.0 stars
*— Burkhard  R.*

[Read full review](https://www.g2.com/survey_responses/xinfo-review-12947962)

---



### 16. [Dagster](https://www.g2.com/products/dagster/reviews)
Ship data pipelines with extraordinary velocity. Dagster is the cloud-native orchestrator for the whole development lifecycle, with integrated lineage and observability, a declarative programming model, and best-in-class testability.


**Average Rating:** 4.5/5.0
**Total Reviews:** 2
**How Do G2 Users Rate Dagster?**

- **Proactive Workflow:** 10.0/10 (Category avg: 8.6/10)
- **Workload Processing:** 10.0/10 (Category avg: 9.0/10)
- **Scalability:** 10.0/10 (Category avg: 8.7/10)

**Who Is the Company Behind Dagster?**

- **Seller:** [Dagster Labs](https://www.g2.com/sellers/dagster-labs)
- **Year Founded:** 2018
- **HQ Location:** San Francisco ,California ,United States
- **LinkedIn® Page:** https://www.linkedin.com/company/dagsterlabs/ (92 employees on LinkedIn®)

**Who Uses This Product?**
- **Company Size:** 50% Mid-Market, 50% Small-Business


#### What Are Dagster's Pros and Cons?

**Pros:**

- Analytics (2 reviews)
- Ease of Use (2 reviews)
- Features (2 reviews)
- Flexibility (2 reviews)
- Data Engineering (1 reviews)

**Cons:**

- Difficult Learning (2 reviews)
- Learning Curve (2 reviews)
- Learning Difficulty (2 reviews)
- Steep Learning Curve (2 reviews)
- Complex Setup (1 reviews)


### What Do G2 Reviewers Say About Dagster?
*AI-generated summary from verified user reviews*

**Pros:**

- Users appreciate the **robust analytics capabilities** of Dagster, highlighting its reliability and transparency in data orchestration.
- Users highlight the **ease of use** of Dagster, noting its intuitive design and reduced complexity for data orchestration.
- Users value the **asset-centric approach** of Dagster, enhancing reliability and transparency in data orchestration.
- Users value the **flexibility** of Dagster, appreciating its asset-centric approach to diverse data engineering use cases.
- Users admire the **sophisticated and modern tool** that fits nearly all data engineering use cases effectively.

**Cons:**

- Users find the **difficult learning** process challenging, complicating initial adoption and hindering usability for smaller teams.
- Users find the **steep learning curve** of Dagster challenging, hindering smooth adoption and initial usage.
- Users find the **steep learning difficulty** of Dagster challenging, complicating adoption for smaller teams.
- Users find Dagster's **steep learning curve** challenging, especially during initial setup and integration into workflows.
- Users find the **complex setup** of Dagster challenging, complicating adoption and overwhelming smaller teams.

#### What Are Recent G2 Reviews of Dagster?

**"[Dagster: Review](https://www.g2.com/survey_responses/dagster-review-12205767)"**

**Rating:** 4.0/5.0 stars
*— Aarsh B.*

[Read full review](https://www.g2.com/survey_responses/dagster-review-12205767)

---

**"[Much more advanced and modern alternative to Apache Airflow](https://www.g2.com/survey_responses/dagster-review-11304116)"**

**Rating:** 5.0/5.0 stars
*— Kelvin Ngoc Nguyen L.*

[Read full review](https://www.g2.com/survey_responses/dagster-review-11304116)

---



### 17. [IBM Spectrum Virtualize](https://www.g2.com/products/ibm-spectrum-virtualize/reviews)
IBM Spectrum Virtualize provides an ideal way to manage and protect the volumes of data organizations use for big-data analytics and new cognitive workloads.


**Average Rating:** 4.1/5.0
**Total Reviews:** 6
**How Do G2 Users Rate IBM Spectrum Virtualize?**

- **Proactive Workflow:** 5.0/10 (Category avg: 8.6/10)
- **Workload Processing:** 6.7/10 (Category avg: 9.0/10)
- **Scalability:** 7.5/10 (Category avg: 8.7/10)
- **Has the product been a good partner in doing business?:** 7.9/10 (Category avg: 8.9/10)

**Who Is the Company Behind IBM Spectrum Virtualize?**

- **Seller:** [IBM](https://www.g2.com/sellers/ibm)
- **Year Founded:** 1911
- **HQ Location:** Armonk, New York, United States
- **Twitter:** @IBMSecurity (74,660 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/1009/ (328,202 employees on LinkedIn®)
- **Ownership:** SWX:IBM

**Who Uses This Product?**
- **Company Size:** 57% Small-Business, 29% Mid-Market


#### What Are IBM Spectrum Virtualize's Pros and Cons?

**Pros:**

- Data Storage (1 reviews)
- Easy Integrations (1 reviews)
- Hardware Support (1 reviews)
- Integration Capabilities (1 reviews)
- Integrations (1 reviews)

**Cons:**

- Complex Usability (1 reviews)
- Difficult Learning (1 reviews)
- Poor UI Design (1 reviews)
- Steep Learning Curve (1 reviews)
- UX Improvement (1 reviews)


### What Do G2 Reviewers Say About IBM Spectrum Virtualize?
*AI-generated summary from verified user reviews*

**Pros:**

- Users appreciate the **seamless integration** of IBM Spectrum Virtualize with existing infrastructure and diverse storage hardware.
- Users value the **easy integrations** of IBM Spectrum Virtualize, enhancing compatibility with diverse storage hardware.
- Users value the **seamless integration** with infrastructure and support for diverse storage hardware in IBM Spectrum Virtualize.
- Users value the **seamless integration capabilities** of IBM Spectrum Virtualize, enhancing compatibility with various storage solutions.
- Users value the **seamless integrations** of IBM Spectrum Virtualize, enhancing compatibility with diverse storage hardware.

**Cons:**

- Users find the **complex usability** of IBM Spectrum Virtualize challenging, often requiring significant time to learn the interface.
- Users find the **difficult learning** curve challenging due to the complex user interface, especially for newcomers.
- Users find the **poor UI design** can be complex, leading to a challenging learning curve for newcomers.
- The **steep learning curve** for new users makes the IBM Spectrum Virtualize interface complex and challenging to navigate.
- Users find the **complex user interface** of IBM Spectrum Virtualize can be difficult for newcomers to navigate effectively.

#### What Are Recent G2 Reviews of IBM Spectrum Virtualize?

**"[Now data managing and organization is simple in an easier and safer way](https://www.g2.com/survey_responses/ibm-spectrum-virtualize-review-6990849)"**

**Rating:** 4.0/5.0 stars
*— Jibin J.*

[Read full review](https://www.g2.com/survey_responses/ibm-spectrum-virtualize-review-6990849)

---

**"[Efficient and Scalable Storage Virtualization](https://www.g2.com/survey_responses/ibm-spectrum-virtualize-review-10278146)"**

**Rating:** 4.5/5.0 stars
*— Omar S.*

[Read full review](https://www.g2.com/survey_responses/ibm-spectrum-virtualize-review-10278146)

---


#### What Are G2 Users Discussing About IBM Spectrum Virtualize?

- [What does Ibm Spectrum Virtualize do?](https://www.g2.com/discussions/what-does-ibm-spectrum-virtualize-do) - 1 comment
- [What is IBM spectrum virtualize?](https://www.g2.com/discussions/what-is-ibm-spectrum-virtualize)
- [What software can provide identical management to over 500 storage systems in Amazon Web Services AWS cloud and IBM cloud?](https://www.g2.com/discussions/what-software-can-provide-identical-management-to-over-500-storage-systems-in-amazon-web-services-aws-cloud-and-ibm-cloud)
- [Which features of spectrum virtualize is safeguarded copy using to provide data resiliency?](https://www.g2.com/discussions/which-features-of-spectrum-virtualize-is-safeguarded-copy-using-to-provide-data-resiliency)

### 18. [IBM WebSphere Automation](https://www.g2.com/products/ibm-websphere-automation/reviews)
IBM® WebSphere® Automation software helps teams optimize operations, respond to incidents such as memory leaks more efficiently and promote stronger security of their IT estate. Increase ROI by reducing the hours spent on health and security maintenance and reducing runtime costs without changing your WebSphere or Liberty application. According to Gartner, AI will help businesses recover 6.2 billion hours of productivity in 2021. Use that extra time to focus on unlocking new value for your organization while reducing the effort and risk of addressing common vulnerabilities and automating tasks. Be sure to check out reviews on IBM WebSphere Hybrid Edition (ibm.biz/G2-WebSphereHybridEdition) for WebSphere and Liberty.


**Average Rating:** 4.5/5.0
**Total Reviews:** 2

**Who Is the Company Behind IBM WebSphere Automation?**

- **Seller:** [IBM](https://www.g2.com/sellers/ibm)
- **Year Founded:** 1911
- **HQ Location:** Armonk, New York, United States
- **Twitter:** @IBMSecurity (74,660 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/1009/ (328,202 employees on LinkedIn®)
- **Ownership:** SWX:IBM

**Who Uses This Product?**
- **Company Size:** 50% Small-Business



#### What Are Recent G2 Reviews of IBM WebSphere Automation?

**"[Simplifies security updates.](https://www.g2.com/survey_responses/ibm-websphere-automation-review-5188713)"**

**Rating:** 4.5/5.0 stars
*— Gabriel A.*

[Read full review](https://www.g2.com/survey_responses/ibm-websphere-automation-review-5188713)

---

**"[Automation for Traditional and Cloud Native](https://www.g2.com/survey_responses/ibm-websphere-automation-review-5217284)"**

**Rating:** 4.5/5.0 stars
*— L.walid .*

[Read full review](https://www.g2.com/survey_responses/ibm-websphere-automation-review-5217284)

---


#### What Are G2 Users Discussing About IBM WebSphere Automation?

- [What is IBM WebSphere Automation used for?](https://www.g2.com/discussions/what-is-ibm-websphere-automation-used-for)

### 19. [IT Change Management](https://www.g2.com/products/it-change-management/reviews)
IT Change Management is an office 365 add-in where IT engineers can track everyday deployments, server maintenance & outages.


**Average Rating:** 4.8/5.0
**Total Reviews:** 2
**How Do G2 Users Rate IT Change Management?**

- **Proactive Workflow:** 9.2/10 (Category avg: 8.6/10)
- **Workload Processing:** 7.5/10 (Category avg: 9.0/10)
- **Scalability:** 7.5/10 (Category avg: 8.7/10)

**Who Is the Company Behind IT Change Management?**

- **Seller:** [Ignatiuz Software](https://www.g2.com/sellers/ignatiuz-software)
- **Year Founded:** 2012
- **HQ Location:** Exton, US
- **Twitter:** @ignatiuz (231 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/ignatiuz/ (105 employees on LinkedIn®)

**Who Uses This Product?**
- **Company Size:** 50% Enterprise, 50% Small-Business



#### What Are Recent G2 Reviews of IT Change Management?

**"[Excellent solutuon](https://www.g2.com/survey_responses/it-change-management-review-10068894)"**

**Rating:** 4.5/5.0 stars
*— Verified User in Consulting*

[Read full review](https://www.g2.com/survey_responses/it-change-management-review-10068894)

---

**"[IT Change Management - a must to follow process for Agile projects](https://www.g2.com/survey_responses/it-change-management-review-10057125)"**

**Rating:** 5.0/5.0 stars
*— Hem Praneeth B.*

[Read full review](https://www.g2.com/survey_responses/it-change-management-review-10057125)

---



### 20. [Oracle Autonomous Transaction Processing](https://www.g2.com/products/oracle-autonomous-transaction-processing/reviews)
Oracle Autonomous Transaction Processing delivers a self-driving, self-securing, self-repairing database service that can instantly scale to meet demands of mission critical applications.


**Average Rating:** 3.5/5.0
**Total Reviews:** 2
**How Do G2 Users Rate Oracle Autonomous Transaction Processing?**

- **Workload Processing:** 10.0/10 (Category avg: 9.0/10)
- **Has the product been a good partner in doing business?:** 10.0/10 (Category avg: 8.9/10)

**Who Is the Company Behind Oracle Autonomous Transaction Processing?**

- **Seller:** [Oracle](https://www.g2.com/sellers/oracle)
- **Year Founded:** 1977
- **HQ Location:** Austin, TX
- **Twitter:** @Oracle (827,997 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/1028/ (208,078 employees on LinkedIn®)
- **Ownership:** NYSE:ORCL

**Who Uses This Product?**
- **Company Size:** 100% Mid-Market



#### What Are Recent G2 Reviews of Oracle Autonomous Transaction Processing?

**"[oracle autonomous transaction processing cloud service](https://www.g2.com/survey_responses/oracle-autonomous-transaction-processing-review-1417553)"**

**Rating:** 5.0/5.0 stars
*— Dámaso T.*

[Read full review](https://www.g2.com/survey_responses/oracle-autonomous-transaction-processing-review-1417553)

---



### 21. [Ormuco Stack](https://www.g2.com/products/ormuco-stack/reviews)
Cloud orchestration software built on OpenStack to unify your clouds.


**Average Rating:** 4.3/5.0
**Total Reviews:** 2
**How Do G2 Users Rate Ormuco Stack?**

- **Proactive Workflow:** 8.3/10 (Category avg: 8.6/10)
- **Workload Processing:** 6.7/10 (Category avg: 9.0/10)
- **Scalability:** 6.7/10 (Category avg: 8.7/10)
- **Has the product been a good partner in doing business?:** 8.3/10 (Category avg: 8.9/10)

**Who Is the Company Behind Ormuco Stack?**

- **Seller:** [Ormuco](https://www.g2.com/sellers/ormuco)
- **Year Founded:** 2008
- **HQ Location:** Montreal, CA
- **Twitter:** @Ormuco_Inc (813 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/ormuco-inc-/ (17 employees on LinkedIn®)

**Who Uses This Product?**
- **Company Size:** 100% Enterprise



#### What Are Recent G2 Reviews of Ormuco Stack?

**"[Ormuco Stack review](https://www.g2.com/survey_responses/ormuco-stack-review-5316550)"**

**Rating:** 5.0/5.0 stars
*— Muthu K.*

[Read full review](https://www.g2.com/survey_responses/ormuco-stack-review-5316550)

---



### 22. [Rocket Zeke](https://www.g2.com/products/rocket-zeke/reviews)
ASG-Zeke provides wide ranging functionality, including system command scheduling, automatic variable calculation and substitution, step-level condition code validation, workload balancing, schedule forecasting and simulation, SAF security, optional SMP/E support, simultaneous support for multiple JCL libraries, electronic vaulting capabilities, pre-built calendars, and other utilities.


**Average Rating:** 4.3/5.0
**Total Reviews:** 2
**How Do G2 Users Rate Rocket Zeke?**

- **Has the product been a good partner in doing business?:** 8.3/10 (Category avg: 8.9/10)

**Who Is the Company Behind Rocket Zeke?**

- **Seller:** [Rocket Software](https://www.g2.com/sellers/rocket-software)
- **Year Founded:** 1990
- **HQ Location:** Waltham, MA
- **Twitter:** @Rocket (3,532 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/10127/ (4,347 employees on LinkedIn®)

**Who Uses This Product?**
- **Company Size:** 100% Enterprise



#### What Are Recent G2 Reviews of Rocket Zeke?

**"[Zeke Review](https://www.g2.com/survey_responses/rocket-zeke-review-904819)"**

**Rating:** 4.0/5.0 stars
*— Jennifer M.*

[Read full review](https://www.g2.com/survey_responses/rocket-zeke-review-904819)

---

**"[Usage of Zeke](https://www.g2.com/survey_responses/rocket-zeke-review-5159891)"**

**Rating:** 4.5/5.0 stars
*— Verified User in Hospital & Health Care*

[Read full review](https://www.g2.com/survey_responses/rocket-zeke-review-5159891)

---



### 23. [AppWorx Workload Automation](https://www.g2.com/products/appworx-workload-automation/reviews)
AppWorx Workload Automation is and innovative, best-in-class task scheduling solution that accelerates your processing, provides visibility and control over business processes and mitigates risk in both Ellucian Banner and Fiserv DNA environments: Simplify processing in complex IT infrastructures. Provide visibility, management and control of business processes. Mitigate risk by controlling your most mission-critical processes.


**Average Rating:** 4.0/5.0
**Total Reviews:** 1

**Who Is the Company Behind AppWorx Workload Automation?**

- **Seller:** [Broadcom](https://www.g2.com/sellers/broadcom-ab3091cd-4724-46a8-ac89-219d6bc8e166)
- **Year Founded:** 1991
- **HQ Location:** San Jose, CA
- **Twitter:** @broadcom (63,909 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/broadcom/ (55,094 employees on LinkedIn®)
- **Ownership:** NASDAQ: CA

**Who Uses This Product?**
- **Company Size:** 100% Enterprise



#### What Are Recent G2 Reviews of AppWorx Workload Automation?

**"[Know Appworx](https://www.g2.com/survey_responses/appworx-workload-automation-review-5475955)"**

**Rating:** 4.0/5.0 stars
*— SHUBHAM G.*

[Read full review](https://www.g2.com/survey_responses/appworx-workload-automation-review-5475955)

---


#### What Are G2 Users Discussing About AppWorx Workload Automation?

- [What is AppWorx Workload Automation used for?](https://www.g2.com/discussions/what-is-appworx-workload-automation-used-for)

### 24. [Atgen A2 Automation](https://www.g2.com/products/atgen-a2-automation/reviews)
Atgen A2 is a radically simple IT automation solution that automates application builds, continuous testing, data parsing & processing, report generation, batch processing, job scheduling, and many other IT needs. Avoid running repetitive batch jobs and managing access to deploy and update your applications — automate in a language that approaches plain English, using SSH or WinRM, with no agents to install on remote systems. http://www.atgensoft.com/


**Average Rating:** 5.0/5.0
**Total Reviews:** 1
**How Do G2 Users Rate Atgen A2 Automation?**

- **Has the product been a good partner in doing business?:** 10.0/10 (Category avg: 8.9/10)

**Who Is the Company Behind Atgen A2 Automation?**

- **Seller:** [Atgen Software Solutions](https://www.g2.com/sellers/atgen-software-solutions)
- **HQ Location:** New Delhi, IN
- **LinkedIn® Page:** https://linkedin.com/company/atgensoft (2 employees on LinkedIn®)

**Who Uses This Product?**
- **Company Size:** 100% Enterprise



#### What Are Recent G2 Reviews of Atgen A2 Automation?

**"[Workload Automtion by Atgen A2](https://www.g2.com/survey_responses/atgen-a2-automation-review-4226923)"**

**Rating:** 5.0/5.0 stars
*— Verified User in Information Technology and Services*

[Read full review](https://www.g2.com/survey_responses/atgen-a2-automation-review-4226923)

---


#### What Are G2 Users Discussing About Atgen A2 Automation?

- [What is Atgen A2 Automation used for?](https://www.g2.com/discussions/what-is-atgen-a2-automation-used-for)

### 25. [CA OPS/MVS Event Management & Automation](https://www.g2.com/products/ca-ops-mvs-event-management-automation/reviews)
The recognized leader in mainframe automation offers powerful management capabilities for your enterprise to achieve 24x7 operations availability objectives. CA OPS/MVS® Event Management and Automation automatically responds to system events, and can detect problems before users are affected.


**Average Rating:** 4.5/5.0
**Total Reviews:** 1
**How Do G2 Users Rate CA OPS/MVS Event Management & Automation?**

- **Has the product been a good partner in doing business?:** 10.0/10 (Category avg: 8.9/10)

**Who Is the Company Behind CA OPS/MVS Event Management & Automation?**

- **Seller:** [Broadcom](https://www.g2.com/sellers/broadcom-ab3091cd-4724-46a8-ac89-219d6bc8e166)
- **Year Founded:** 1991
- **HQ Location:** San Jose, CA
- **Twitter:** @broadcom (63,909 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/broadcom/ (55,094 employees on LinkedIn®)
- **Ownership:** NASDAQ: CA

**Who Uses This Product?**
- **Company Size:** 100% Enterprise



#### What Are Recent G2 Reviews of CA OPS/MVS Event Management & Automation?

**"[I love it](https://www.g2.com/survey_responses/ca-ops-mvs-event-management-automation-review-5071333)"**

**Rating:** 4.5/5.0 stars
*— Gadi B.*

[Read full review](https://www.g2.com/survey_responses/ca-ops-mvs-event-management-automation-review-5071333)

---


#### What Are G2 Users Discussing About CA OPS/MVS Event Management & Automation?

- [What is CA OPS/MVS Event Management & Automation used for?](https://www.g2.com/discussions/what-is-ca-ops-mvs-event-management-automation-used-for)


## What Is Workload Automation Software?

[IT Management Software](https://www.g2.com/categories/it-management)

## What Software Categories Are Similar to Workload Automation Software?

- [DataOps Platforms](https://www.g2.com/categories/dataops-platforms)