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: July 2025).

DataRobot vs. LogicMonitor

July 2025

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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 (14th)

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 (30th), Network Monitoring Software (23rd), IT Infrastructure Monitoring (25th), Container Monitoring (8th), Cloud Monitoring Software (18th)

Mindshare comparison

As of August 2025, in the AIOps category, the mindshare of DataRobot is 0.5%, up from 0.3% compared to the previous year. The mindshare of LogicMonitor is 4.3%, up from 3.3% 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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Henry-Steinhauer

Systems Engineer at LifePoint Health

They have an active community of users who are willing to share their experiences and how they have extended the solution to do unusual things.

I'm a learn-by-example person, so it would be nice to have a cookbook for enterprise management. They have a rich API process, but there aren't many examples of how to do enterprise-style work. It is peculiar about how to do it for one device, but not necessarily thousands. LogicMonitor can effortlessly pull data from one item at a time. I have yet to find an excellent way to get LogicMonitor to show me all the WAN devices and how they're doing in terms of capacity.

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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

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

"DataRobot can be easy to use."

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

"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."

"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."

"Another feature from the technical aspect, the back-end, is the ability to allow individual users or customers to have their own APIs. They're able to make changes using the plugins covered by LogicMonitor. That is a very powerful feature that is more attractive to our techno-savvy customers."

"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 improved on-premises infrastructure monitoring in several ways. One key feature was dynamic resource allocation, although we didn't utilize it much in our system. The main functionalities we benefited from were email alerts, network mapping, and dashboards."

"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 dashboarding is very useful. Being able to create custom data sources is one of its biggest features which allows quick time to market with new features. If one of our vendors changes their data format or metrics that we should be monitoring, then we can quickly adjust to any changes in the environment in order to get a great user experience for our customers."

"The alerting would be number one in my book. The thresholds for getting alerts for different criteria are pretty well-thought-out. We don't get many false positives or negatives on the alerting side. If we do get an email alert or some similar alert, we know that it is something that has to be looked at."

"Whenever we reach out to our customers, we give LogicMonitor as a dashboard to them so they don't need to monitor the hardware side separately. For example, if my service is running on their hardware X, that means they don't need to monitor hardware X and our services too. LogicMonitor has the capability of monitoring their hardware as well as our services. This is how LogicMonitor helps us."

"The dashboards are the big seller for us. When our customers can see those graphs and are able to interact with the data, that is valuable. They can easily adjust time ranges and the graphs display the data fast. We've used other tools in the past, where you'd say, "Hey, I want the last three months of data on a graph," and it would just sit there and crunch for five minutes before you'd actually see the data. With LogicMonitor, the fast reliability of those dashboards is huge."

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."

"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."

"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."

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

"LogicMonitor should always improve AI because we are always striving for real intelligence. An additional feature we'd like to see in the next release of LogicMonitor is more in the area of identification of when the dominant workload is working. There are certain devices and applications that have cycles of their own. Some are used primarily during prime time, and some are used during the overnight timeframe, and better identification and classification of those workloads would be helpful. For example, we could then do some more planning about, for this particular set of devices, as it has a prime time environment, and we don't want to see a 24-hour average, as we want to see what is the 75th or 90th percentile utilization during the prime time when it is being used, whenever that prime time is."

"There are some very specific things that need improvement in LogicMonitor. One is the lack of formatting for customized alerts, particularly the delivery of them to our email channel. We'd also like to see further customization of dashboards. Finally, something that is specific to us as an MSP that uses LogicMonitor, is white-labeling or skinning of the product, so we can make it look more customer-focused for our customers."

"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."

"LogicMonitor's reporting capabilities definitely could use an improvement. We have made do with the dashboarding and done what we can to make that work for our customers. However, there are definitely customers who would like a PDF or some kind of report along those lines, where we have been utilizing other tools to provide them. The out-of-the-box LogicMonitor reporting is the only thing that we have been less than impressed with."

"We are working with LogicMonitor to get flexibility to see the absolute running numbers, rather than doing an average. They can keep the average for customers who want it, but there should be a way to at least show the real numbers, which are coming every second on the screen."

"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."

"One thing that could be really better is the mapping. Auvik is really good at it. They have a really nice way to give you a visual representation of your network, but in LogicMonitor, this functionality is not as powerful and as good as Auvik."

More LogicMonitor cons

Pricing and Cost Advice

"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."

"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 features were very valuable to us because we could consolidate them into one platform and have a good user experience with the platform, our accounts, and the support team. That was the key driver for us. That was what we were looking for. We looked for a comprehensive solution that could provide advanced features all in one platform, and LogicMonitor was the solution that we chose. It definitely has a premium price. However, you are getting what you pay for in a very effective way. That was important in our decision-making.The features were very valuable to us because we could consolidate them into one platform and have a good user experience with the platform, our accounts, and the support team. That was the key driver for us. That was what we were looking for. We looked for a comprehensive solution that could provide advanced features all in one platform, and LogicMonitor was the solution that we chose. It definitely has a premium price. However, you are getting what you pay for in a very effective way. That was important in our decision-making."

"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."

"We pay for the enterprise tech support."

"It's affordable. The price we get per license is a lot cheaper than what we were getting with some of the other tools. There are other monitoring tools out there that are cheaper, but what you get with LogicMonitor, out-of-the-box, makes it worth the cost."

"We are on an enterprise license plan, we are paying $7.75 per device a month. That is for a commitment of 350 devices. Anything that is over the 350 is charged at 1.2 times the rate; 1.2 times $7.75 would be the overage charge. We are looking at increasing our commitment to either 450 or 500 devices. It changes our pricing if we go to 450 devices, bringing it from $7.75 down to $7.70. If we go for 500 devices, it brings it from $7.75 down to $7.50. We will probably factor in the volume discount drop from $7.75 to $7.50 in our decision of whether we uplift or not. We also have some cloud monitors, which are about $500 a month."

"The license is annual, and I'm not fully aware of what it costs. We have a through-cycle that we go through, and they've been generous with us going above our limit. They're not strict on it. At the end of the year, they got us to renew. We always add some cushion for what we expect. Also, if you need custom monitoring or design work, you can pay them for consulting services."

"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."

"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."

More LogicMonitor pricing and cost advice

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Top Industries

By visitors reading reviews

Financial Services Firm

15%

Manufacturing Company

11%

Computer Software Company

Retailer

Computer Software Company

16%

Financial Services Firm

11%

Manufacturing Company

10%

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

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Predictive Analytics

August 2025

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August 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