No more typing reviews! Try our Samantha, our new voice AI agent.

Darktrace vs DataRobot comparison

 

Comparison Buyer's Guide

Executive Summary

Review summaries and opinions

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

ROI

Sentiment score
6.3
Darktrace users experience substantial returns through threat prevention and reduced downtime, despite deployment challenges and difficulty measuring returns.
Sentiment score
9.1
DataRobot enhanced prediction accuracy, reduced analysis time, simplified processes, and improved efficiency, leading to better decisions and cost savings.
Other NDR solutions provide virtual appliances that can be deployed on virtualization servers to get up and running quickly.
Technical Consultant - Unix Platform Services at BITS AND BYTE IT CONSULTING PVT LTD
Using this solution provides financial benefits by securing from server attacks, which offers indirect savings.
Systems Specialist/ Administrator at ALFA International Company Limited.
On average, we're saving about 10 to 15 hours per project.
Senior Data Reporting Analyst at University of Bradford
I have seen a return on investment, specifically with increased data science productivity by four times, time saved with deploying models, and homogeneous analysis models developed easily.
Senior Java Software Engineer at GE
 

Customer Service

Sentiment score
7.6
Darktrace's customer service is praised for responsiveness and efficiency, though some suggest improvements for complex issues.
Sentiment score
8.1
DataRobot offers strong support and scalability but needs faster responses and better documentation for optimal user empowerment.
The technical support from Darktrace is of high quality.
Network & Security Section Head/Digital Transformation at a government with 201-500 employees
Darktrace provides excellent technical support with a monthly meeting to review platform incidents, ensuring the system functions as expected.
Head of Technology Operations at Pobl Group
The challenge lies in waiting for a response after logging a ticket.
Group Cybersecurity Administrator at Tharisa
They answer all my questions and share guidance on using DataRobot scripts if certain functionalities are not available in the UI.
Staff Specialist Data Scientist at a tech vendor with 5,001-10,000 employees
Being cloud-hosted enables automatic resource scaling, which supports collaboration across teams.
Senior Data Reporting Analyst at University of Bradford
The customer support from DataRobot is proactive and responsive.
Senior Java Software Engineer at GE
 

Scalability Issues

Sentiment score
7.6
Darktrace is praised for its scalability, supporting diverse user bases and integrating well with existing infrastructures.
Sentiment score
5.8
DataRobot is scalable, integrates easily, automates processes, supports multiple models, and handles large data volumes efficiently.
Darktrace has high scalability, and I would rate it a nine out of ten.
Network & Security Section Head/Digital Transformation at a government with 201-500 employees
Since it's cloud-based, it expands easily.
Head of Technology Operations at Pobl Group
There is still a gap in terms of storage, and we are trying to figure out how to increase that capacity for regulated environments, which require data retention for 5 to 6 years.
Technical Consultant - Unix Platform Services at BITS AND BYTE IT CONSULTING PVT LTD
DataRobot's scalability is very strong and grows with my organization's needs.
Senior Java Software Engineer at GE
 

Stability Issues

Sentiment score
8.5
Darktrace is highly rated for stability and reliability, with effective monitoring and an intuitive interface despite occasional traffic impacts.
Sentiment score
7.9
DataRobot is praised for stability and reliability in edge analytics, improving consistently without significant issues during adjustments.
The stability of Darktrace is excellent, rated ten out of ten.
Head of Technology Operations at Pobl Group
The appliance itself has never let me down.
Group Cybersecurity Administrator at Tharisa
For stability, I would rate Darktrace an eight out of ten.
Security Analyst at a healthcare company with 10,001+ employees
DataRobot is very stable.
Senior Java Software Engineer at GE
 

Room For Improvement

Darktrace needs improved integration, automation, usability, pricing, support, and clarity, plus better endpoint protection and third-party tool integration.
DataRobot users seek integration with AI tools, improved performance, better support, pricing, and enhanced UI for customization.
There is no dedicated salesperson in Egypt, and having one would help to improve focus on this market.
Solution Architect at a tech services company with 51-200 employees
They say they can integrate with most firewalls, but when we did an integration with Meraki MX firewalls, that integration didn't work and still doesn't work to this day.
Security Analyst at a healthcare company with 10,001+ employees
We need Darktrace on each branch to get the data out, and I suggest having some kind of a centralized product that gets data from multiple sources to aggregate and provide the data.
Technical Consultant - Unix Platform Services at BITS AND BYTE IT CONSULTING PVT LTD
DataRobot is a UI-based tool, which means it cannot provide all the features I might manually implement through notebooks or Python.
Staff Specialist Data Scientist at a tech vendor with 5,001-10,000 employees
There is a lack of transparency in the models; sometimes it feels like a black box.
Senior Data Reporting Analyst at University of Bradford
Another improvement that DataRobot needs is integrating the capability to modify the whole pipeline with Python.
Senior Java Software Engineer at GE
 

Setup Cost

Darktrace is costly yet valued for advanced features, offering flexible module selection with negotiable discounts and yearly contracts.
Opinions on DataRobot's $65,000 pricing vary; some find it competitive, while others see it as too costly.
The product is considered expensive compared to others.
Solution Architect at a tech services company with 51-200 employees
The pricing is costly in USD, and they charge based on device counts.
Group Cybersecurity Administrator at Tharisa
The licensing cost is approximately eight dollars a year.
Security Information & Incident Analyst at a financial services firm with 1,001-5,000 employees
The setup cost was minimal because it's cloud-hosted, eliminating the need for heavy on-premises infrastructure, allowing us to start using it immediately after purchase.
Senior Data Reporting Analyst at University of Bradford
My experience with pricing, setup cost, and licensing reveals that the price points can be improved and DataRobot is not so cost-effective, especially for smaller organizations.
Senior Java Software Engineer at GE
 

Valuable Features

Darktrace offers AI-driven threat detection, real-time monitoring, and autonomous response with scalability and ease of integration for enhanced security.
DataRobot streamlines MLOps by automating modeling, deployment, and monitoring, enhancing productivity and decision-making with efficient cloud integration.
It is capable of responding to lateral movement and ransomware deployment within environments where there is data exfiltration.
Group Cybersecurity Administrator at Tharisa
I do not need to manually process incidents as Darktrace provides an incident summary, potential detection paths, and other details, all exportable with just a click.
Security Information & Incident Analyst at a financial services firm with 1,001-5,000 employees
If I am in a data center where I don't have layer two, it becomes an issue because the autonomous response is reliant on sending spoofed TCP resets to my core switch to block traffic, which is a major issue.
Security Analyst at a healthcare company with 10,001+ employees
By automating highly technical aspects like model comparison, DataRobot enhances productivity and reduces project timelines from three months to less than one month.
Staff Specialist Data Scientist at a tech vendor with 5,001-10,000 employees
DataRobot has positively impacted our organization in many ways. First, it has improved efficiency; tasks such as model testing, feature engineering, and predictions that used to take us days or weeks can now be accomplished in hours.
Senior Data Reporting Analyst at University of Bradford
When business leaders ask for the fastest possible solution, DataRobot is our go-to platform.
Senior Java Software Engineer at GE
 

Categories and Ranking

Darktrace
Ranking in AI Observability
9th
Average Rating
8.2
Reviews Sentiment
7.1
Number of Reviews
84
Ranking in other categories
Email Security (8th), Intrusion Detection and Prevention Software (IDPS) (2nd), Network Traffic Analysis (NTA) (1st), Network Detection and Response (NDR) (1st), Extended Detection and Response (XDR) (7th), Cloud Security Posture Management (CSPM) (11th), Cloud-Native Application Protection Platforms (CNAPP) (9th), Attack Surface Management (ASM) (4th), AI-Powered Cybersecurity Platforms (4th)
DataRobot
Ranking in AI Observability
72nd
Average Rating
8.4
Reviews Sentiment
7.1
Number of Reviews
7
Ranking in other categories
Predictive Analytics (5th), AI Development Platforms (15th), AIOps (15th), AI Finance & Accounting (7th)
 

Mindshare comparison

As of March 2026, in the AI Observability category, the mindshare of Darktrace is 2.0%, down from 8.8% compared to the previous year. The mindshare of DataRobot is 0.5%, down from 1.2% compared to the previous year. It is calculated based on PeerSpot user engagement data.
AI Observability Mindshare Distribution
ProductMindshare (%)
Darktrace2.0%
DataRobot0.5%
Other97.5%
AI Observability
 

Featured Reviews

AM
Technical Consultant - Unix Platform Services at BITS AND BYTE IT CONSULTING PVT LTD
Consistent threat hunting and anomaly detection deliver valuable insights for network security management
In terms of improvement for Darktrace, pricing is the main concern. Pricing bothers me and this is one of the major factors when choosing a solution. When we get feedback from customers, that's the only felt need. When we factor in Darktrace, we do it only limited. We put it on where the perimeters and connections are, but still, some gray areas are left out, especially if we have multiple branches. We need Darktrace on each branch to get the data out, and I suggest having some kind of a centralized product that gets data from multiple sources to aggregate and provide the data.
Naqash Ahmed - PeerSpot reviewer
Senior Data Reporting Analyst at University of Bradford
Automation has improved efficiency and decision-making while big data handling and transparency still need work
Aside from the many advantages of DataRobot, I believe there are areas that could be improved based on my experience. There is a lack of transparency in the models; sometimes it feels like a black box. For example, when I uploaded a large data set of about two gigabytes for processing, the time taken was slower than expected. Additionally, the handling of bigger data sets could be better, as it performs extremely well with smaller datasets but can lag with larger ones. The integration with some other tools used in our organization can also be challenging, and more flexibility for custom pre-processing and advanced model tuning would be beneficial. In terms of support and documentation, I believe improvements are needed. For instance, the response time from DataRobot could be quicker, which would be appreciated when we need assistance. The documentation is generally sufficient, but it can be lengthy and could use more real-world examples and step-by-step tutorials for better clarity. Lastly, creating a client community where users can share experiences and solutions might enhance the overall value and learning curve.
report
Use our free recommendation engine to learn which AI Observability solutions are best for your needs.
885,311 professionals have used our research since 2012.
 

Top Industries

By visitors reading reviews
Computer Software Company
10%
Manufacturing Company
9%
Financial Services Firm
8%
Government
7%
Manufacturing Company
13%
Financial Services Firm
13%
Educational Organization
9%
Construction Company
8%
 

Company Size

By reviewers
Large Enterprise
Midsize Enterprise
Small Business
By reviewers
Company SizeCount
Small Business45
Midsize Enterprise19
Large Enterprise29
By reviewers
Company SizeCount
Small Business2
Midsize Enterprise1
Large Enterprise5
 

Questions from the Community

How does Crowdstrike Falcon compare with Darktrace?
Both of these products perform similarly and have many outstanding attributes. CrowdStrike Falcon offers an amazing user interface that makes setup easy and seamless. CrowdStrike Falcon offers a cl...
Which is better - SentinelOne or Darktrace?
Which solution is better depends on which is more suitable specifically for your company. Darktrace, for example, is meant for smaller to medium-sized businesses. It is also a good option for organ...
What is your experience regarding pricing and costs for Darktrace?
Concerning pricing for the product, I would say it is somewhat expensive.
What is your experience regarding pricing and costs for DataRobot?
My experience with pricing, setup cost, and licensing reveals that the price points can be improved and DataRobot is not so cost-effective, especially for smaller organizations.
What needs improvement with DataRobot?
To improve DataRobot, I suggest enhancing model accuracy metrics and improving automation. The price points can also be improved. Another improvement that DataRobot needs is integrating the capabil...
What is your primary use case for DataRobot?
DataRobot serves as our data science platform for building machine learning models and the development environment for running models. We also use the best practice processes and governance that Da...
 

Overview

 

Sample Customers

Irwin Mitchell, Open Energi, Wellcome Trust, FirstGroup plc, Virgin Trains, Drax, QUI! Group, DNK, CreaCard, Macrosynergy, Sisley, William Hill plc, Toyota Canada, Royal British Legion, Vitol, Allianz, KKR, AIRBUS, dpd, Billabong, Mclaren Group.
Harmoney, Zidisha, ONE Marketing, DonorBureau, Trupanion, Avant
Find out what your peers are saying about Darktrace vs. DataRobot and other solutions. Updated: February 2026.
885,311 professionals have used our research since 2012.