DataRobot vs LogicMonitor comparison

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DataRobot

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Executive SummaryUpdated on Sep 16, 2024

LogicMonitor and DataRobot are two prominent tools in the tech landscape, each catering to different monitoring and machine learning needs. LogicMonitor seems to have the upper hand in terms of pricing and customer support, while DataRobot stands out for its advanced features and robustness.

Features: LogicMonitor's valuable features include comprehensive infrastructure monitoring, scalability, and integration capabilities. DataRobot is praised for its automated machine learning, ease of use in building models, and predictive analytics.

Room for Improvement: LogicMonitor users suggest enhancements in reporting features, better customization options, and usability improvements. DataRobot users recommend improvements in deployment flexibility, increased transparency in algorithm selection, and technical advancements.

Ease of Deployment and Customer Service: LogicMonitor offers a quick and straightforward deployment process and receives favorable reviews for customer support. DataRobot’s deployment is perceived as more complex by users, but its customer service is also well-received.

Pricing and ROI: LogicMonitor is noted for its cost-effectiveness and delivers a higher ROI according to user reviews. DataRobot, although more expensive, is considered to provide substantial value through advanced features.

To learn more, read our detailed DataRobot vs. LogicMonitor Report (Updated: April 2025).

DataRobot vs. LogicMonitor

April 2025

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Helped 857,028 peers since 2012

Review summaries and opinions

We asked business professionals to review the solutions they use. Here are some excerpts of what they said:

Categories and Ranking

DataRobot

Ranking in AIOps

15th

Average Rating

8.6

Reviews Sentiment

7.2

Number of Reviews

Ranking in other categories

Predictive Analytics (5th), AI Development Platforms (13th)

LogicMonitor

Ranking in AIOps

12th

Average Rating

9.0

Reviews Sentiment

7.4

Number of Reviews

Ranking in other categories

Application Performance Monitoring (APM) and Observability (28th), Network Monitoring Software (22nd), IT Infrastructure Monitoring (22nd), Container Monitoring (7th), Cloud Monitoring Software (18th)

Mindshare comparison

As of June 2025, in the AIOps category, the mindshare of DataRobot is 0.6%, up from 0.2% compared to the previous year. The mindshare of LogicMonitor is 4.2%, up from 3.1% compared to the previous year. It is calculated based on PeerSpot user engagement data.

AIOps

Featured Reviews

SagarYadav

Staff Specialist Data Scientist at BMC Software, Inc.

Automating model comparison speeds up development and reduces timelines

DataRobot is equipped with a GUI-based approach that simplifies the process of feature engineering and model training. It provides AutoML capabilities, which allow for comparing thousands of models and selecting the best-suited one based on business requirements. By automating highly technical aspects like model comparison, DataRobot enhances productivity and reduces project timelines from three months to less than one month.

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Manish Bansod

Assistant Manager at a construction company with 5,001-10,000 employees

A feature-packed solution with excellent stability and a notification system

LogicMonitor has good features, but the ease of use is a little bit confusing. Additionally, we are looking for workflow automation, which is a little bit tricky for LogicMonitor. But we are still exploring more and do not have detailed training in LogicMonitor. Moreover, the deployment process needs improvement. The thing is the deployment or whatever the standard deployment should be implemented here. That is not fine-tuning. In my personal opinion, for workflow automation and other stuff, we have Python or scripting knowledge, and that part is very tricky. Whenever we try to call the service or the LogicMonitor team, and we open a ticket, it is chargeable. In future releases, we would like to see a configuration backup manager. A feature that automatically backups the device configuration will help us. So, instead of going with another third-party tool, this will be good.

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Quotes from Members

We asked business professionals to review the solutions they use. Here are some excerpts of what they said:

Pros

"DataRobot is highly automated, allowing data scientists to build models easily."

"By automating highly technical aspects like model comparison, DataRobot enhances productivity and reduces project timelines from three months to less than one month."

"We especially like the initial part of feature engineering, because feature engineering is included in most engines, but DataRobot has an excellent way of picking up the right features."

"DataRobot can be easy to use."

"It's easy to do MLOps operations. It's a lot easier to manage jobs and see the logs if there's any drift in a model."

"The solution’s overall reporting capabilities are pretty powerful compared to ones that I have used previously. It seems like it has a lot of customizations that you can put in, but some of the out-of-the-box reports are useful too, like user logon duration and website latency. Those type of things have been helpful and don't require a lot of, if any, changes to get useful content out of them. They have also been pretty easy to implement and use."

"LogicMonitor saves time in terms of its ability to proxy a connection through a device. For example, if you are troubleshooting a device, which you may want to connect to, you can proxy this connection through the platform. As a support resource, I don't need to use multiple platforms to connect to a device to further investigate the issue. It is all consolidated. From that perspective, it saves time because a resource now only needs to use one platform."

"It has improved our organization with its capacity planning. We have a performance environment that we use to benchmark our applications. We use it to say, "Okay, at a certain level of concurrency, we know where our application will fall over." Therefore, we are using LogicMonitor dashboards to tell us that we're good. Our platform can handle X number of clients concurrently hitting us at a time."

"The concept of developing a dashboard template for ourselves, then cloning it for every single customer, and only having to change one piece of information, is a godsend. That's one of the strengths. We can develop a template that fits every customer and just change the information that is presented."

"One thing that's very valuable for us is the technical knowledge of the people who work with LogicMonitor. We looked at several products before we decided to use LogicMonitor, and one of the key decision-making points was the knowledge of the things that they put in the product. It provides real intelligence regarding the numbers that you see on the product, which makes it easy for us technical people to troubleshoot. Other products don't provide you with such information. You see a value going up, but you don't know what it means. LogicMonitor provides such information. For instance, if a value goes up, it says that it is probably because your disk area was too low."

"LogicMonitor added AI technology to help understand what's normal and that has helped quite a bit, so that's the feature I found most valuable in the product. The product is also doing quite well with identifying devices and customizing a particular Cisco version or model number. LogicMonitor continues to be active in updating what is available to be monitored, and it's been very good with keeping those things current, so that's another valuable feature of the product."

"The initial setup is very simple."

"It's the depth of data that it gathers that I find really useful because there's nothing worse, when you're trying to find information about something or dig deeper into something, than hitting the bottom of the information really quickly and not having enough information to work with. With LogicMonitor, there is a load of information to dig through. It's a really good solution for that."

More LogicMonitor pros

Cons

"There are some performance issues."

"DataRobot is a UI-based tool, which means it cannot provide all the features I might manually implement through notebooks or Python. In this aspect, I see room for improvement in its functionality."

"Generative AI has taken pace, and I would like to see how DataRobot assists in doing generative AI and large language models."

"If we could include our existing Python or R code in DataRobot, we could make it even better. The DataRobot that we have is specific to an industry, but most of the time we would have our own algorithms, which are specific to our own use case. If we had a way by which we could integrate our proprietary things into DataRobot with a simple integration, it would help us a lot."

"The business departments will love to work with DataRobot because they use the tool to investigate their data, such as targeting what they want to investigate. They don't need any data scientists near them. They can investigate at eye level and bring into the BI tool, or can bring it to the data scientist. Data scientists can use this tool to bring increase the solution to the maximum. All the others can use it, but not to the maximum."

"Role-based permissions could be better and updating modules could be smoother."

"Some more application performance type monitoring would be nice. For example, an APM type solution, which would not necessarily completely replace it, but be able to tie into to what we're seeing on the application performance side so we can correlate what's going on with the application versus the underlying infrastructure."

"There is a lack of automation, especially in terms of remediating problems. The problem is seen and identified, but there is a need and a gap where LogicMonitor can help us automate the remediation of the problem."

"I'd like to see more automation in the tool, especially around remediation."

"Dashboarding capabilities could be enhanced. It is cumbersome, you must do it all at once, and then you must repeat the process every now and then."

"The process of upgrading some of the collectors has been a little bit confusing. I need to understand that better."

"LogicMonitor should improve its logging features. It can become expensive and should be cost-effective. It would be great to see prebuilt templates for alerting methods in LogicMonitor that are similar to the prebuilt dashboards. Currently, users have to build their alerting configurations."

"Automated remediation of issues has room for improvement. I don't know how best to handle it, but I know that they're kind of working on it. I know there are some resources that can do automated remediation. I would like them to improve this area so it could be completely hands-free, where it detects an issue, such as, if a CPU is running high. There are ways to do it even now, but it's a bit more involved."

More LogicMonitor cons

Pricing and Cost Advice

"We dropped the plan to use DataRobot, because we found the pricing to be on the higher sise. We liked DataRobot a lot, but due to the pricing, we dropped that idea."

"The price of DataRobot is good because if you take the price of the solution which is approximately $65,000, it is less than a data scientist. There are very few data scientists available."

"In terms of pricing, I would rate LogicMonitor four out of five."

"We've had customers who have reduced their costs by not having multiple platforms for monitoring. That said, especially with super-large environments, the cost model for LogicMonitor is the one area where we run into issues."

"We have definitely seen ROI with LogicMonitor. We used to provide 24/7 IT support for our users. We have since been able to change to operating just within normal business hours for IT support, and LogicMonitor was a large part of being able to accomplish that."

"I know we are saving at least several hundred thousand dollars in that we're not buying Cisco Prime."

"The pricing can be a little aggressive. Right now, it's a bit much for smaller organizations to adopt it. But comparatively, it also provides good features."

"The tool's pricing falls into the middle range."

"It's an enterprise-grade solution and competitively priced compared to the other solutions that are out there... Our organization is not huge, but LogicMonitor is worth every penny that we pay for it. I've never heard anyone say, "I'm not sure that we're getting good value for money from this product." It's integral to our business."

"It definitely pays for itself in the amount of time we're not spending with false errors or things that we haven't quite dealt with monitoring. It has been good cost-wise."

More LogicMonitor pricing and cost advice

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Top Industries

By visitors reading reviews

Financial Services Firm

14%

Educational Organization

13%

Manufacturing Company

Computer Software Company

18%

Financial Services Firm

13%

Manufacturing Company

Healthcare Company

Company Size

By reviewers

Large Enterprise

Midsize Enterprise

Small Business

No data available

Questions from the Community

What needs improvement with DataRobot?

DataRobot is a UI-based tool, which means it cannot provide all the features I might manually implement through notebooks or Python. In this aspect, I see room for improvement in its functionality.

What is your primary use case for DataRobot?

In our day-to-day use, I utilize DataRobot to speed up our development process through its GUI capability. Once I set up our connection with a back-end data set, whatever the project I work on next...

What advice do you have for others considering DataRobot?

I would recommend DataRobot because if there is something not included in the UI, I have the freedom to use its Python API, which extends the capability for different use cases. Additionally, I wou...

What is the best network monitoring software for large enterprises?

It actually depends on the exact purpose or requirements. Some tools are better for only network devices while others are better from a cloud monitoring or APM monitoring perspective. You can check...

What do you like most about LogicMonitor?

LogicMonitor helps us prevent potential downtime. It's pretty good. It generates low-level warnings that aren't necessarily preemptive but can still alert us to issues we should investigate. These ...

What is your experience regarding pricing and costs for LogicMonitor?

The pricing can vary yearly or monthly, depending on the clients we're working with and their size and scale. For example, the pricing for a customer with ten thousand licenses versus a hundred lic...

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Product Reports

Download DataRobot product report

Predictive Analytics

May 2025

Download LogicMonitor product report

June 2025

Overview

DataRobot captures the knowledge, experience and best practices of the world’s leading data scientists, delivering unmatched levels of automation and ease-of-use for machine learning initiatives. DataRobot enables users to build and deploy highly accurate machine learning models in a fraction of the time.

DataRobot

LogicMonitor provides infrastructure and network monitoring, alerting, and reporting across environments like AWS, Azure, and on-premises.

LogicMonitor aids businesses and managed service providers in maintaining system health, performance, and availability. It supports various technologies including Citrix, Cisco Voice systems, operating systems, virtual machines, and network devices. Businesses benefit from dashboards and data insights for proactive management, customizable data sources, and integration with third-party applications like Slack or ServiceNow. AI technology enhances monitoring capabilities by recognizing normal behavior and updating monitored elements, while multiple monitoring features consolidate data sources into one interface.

What are LogicMonitor's key features?

Dashboards: Instant, interactive access to data for easy monitoring.
Customizable Data Sources: Robust, adaptable monitoring with logic modules.
Granular Alert Tuning: Enhances issue identification and resolution.
Reporting Capabilities: Detailed oversight and forecasting.
Third-Party Integration: Expands functionality with applications like Slack and ServiceNow.
AI Technology: Recognizes normal behavior and updates monitored elements.
Consolidated Monitoring: Combines diverse data sources into a single interface.

What benefits or ROI should users expect?

System Health: Ensures optimal system performance and availability.
Data Insights: Facilitates proactive management with comprehensive data.
Scalability: Adapts to different environments and technologies.
Efficiency: Streamlines monitoring with a single, efficient interface.
Predictive Analysis: Provides detailed oversight and accurate forecasting.

LogicMonitor is utilized across diverse industries by managed service providers to ensure seamless monitoring and management of clients' systems. This includes application performance monitoring, manual topology mapping, SLA calculations, and improvement of role-based permissions. Companies also seek enhanced resources view, better collector upgrade processes, and streamlined customization for monitoring from the repository.

Sample Customers

Harmoney, Zidisha, ONE Marketing, DonorBureau, Trupanion, Avant

Kayak, Zendesk, Ted Baker, Trulia, Sophos, iVision, TekLinks, Siemens