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

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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

16th

Average Rating

8.6

Reviews Sentiment

7.2

Number of Reviews

Ranking in other categories

Predictive Analytics (5th), AI Development Platforms (12th)

LogicMonitor

Ranking in AIOps

6th

Average Rating

9.0

Reviews Sentiment

7.4

Number of Reviews

Ranking in other categories

Network Monitoring Software (10th), IT Infrastructure Monitoring (12th), Container Monitoring (5th), Cloud Monitoring Software (13th)

Mindshare comparison

As of May 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 3.0% 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

"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."

"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."

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

"Having a full team at LogicMonitor for support is super helpful as they are available all the time to answer any questions you may have."

"We have very fine-tuned alerting that lets us know when there are issues by identifying where exactly that issue is, so we can troubleshoot and resolve them quickly. This is hopefully before the customer even notices. Then, it gives us some insight into potential issues coming down the road through our environmental health dashboards."

"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."

"I really appreciate the reporting function because it allows me to create dashboards that will be emailed to me during the morning so that I have a complete overview of my client's health, within a specific time frame."

"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."

"The plugins are easy to integrate, and LogicMonitor provides these add-ons for vendors like VMware. It becomes very easy to integrate them and take the data sources."

"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."

"The most valuable feature is the visualization of the data that it is collecting. I have used many products in the past and they tend to roll up the data. So, if you're looking at data over long periods of time, they start averaging the data, which can skew the figures that you're looking at. With LogicMonitor, they have the raw data there for two years, if you are an enterprise customer. If you are looking at that long duration of data, you're seeing exactly what happened during that time."

More LogicMonitor pros

Cons

"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."

"There are some performance issues."

"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."

"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."

"LogicMonitor can easily easy to pull data from one item at a time. I have yet to find a good way to get LogicMonitor to show me all the WAN devices and how they're doing in terms of capacity."

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

"The only functional area I can think of that has room for improvement would be the dashboards. They could use a refresh. It would be nice if there were more widgets and more types of widgets."

"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."

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

"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."

"The dashboards can be improved. They are good, but there is a pain point. To show things to management, to explain pain points to other customers, to show them exactly where we can do better, the dashboarding could be better. Dashboards need to show the key things. Nobody is going to go into the ample details of Excel sheets or HTML."

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."

"As a managed service provider, we have the highest level of licensing that they offer, so we don't have any extra fees. I believe there are some add-ons for some of the lower tiers of LogicMonitor service, but that's not something that we use with our agreement."

"We pay for the enterprise tech support."

"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."

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

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

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

"They are expensive for the cloud."

"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."

More LogicMonitor pricing and cost advice

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Top Industries

By visitors reading reviews

Educational Organization

19%

Financial Services Firm

13%

Manufacturing Company

Computer Software Company

19%

Financial Services Firm

12%

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

Predictive Analytics

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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

DataRobot vs. LogicMonitor