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Anaplan vs DataRobot comparison

 

Comparison Buyer's Guide

Executive SummaryUpdated on Apr 6, 2025

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
4.9
Anaplan's ROI varies by application; sales sees faster results, while finance benefits primarily from cost and efficiency savings.
Sentiment score
9.0
DataRobot enhanced prediction accuracy, reduced analysis time, simplified processes, and improved efficiency, leading to better decisions and cost savings.
On average, we're saving about 10 to 15 hours per project.
Senior Data Reporting Analyst at a educational organization with 1,001-5,000 employees
 

Customer Service

Sentiment score
5.3
Anaplan provides responsive, skilled customer support, appreciated for quick, detailed assistance and effective resources, with generally minimal issues.
Sentiment score
7.5
DataRobot excels in customer service and scalability, but could improve response speed and documentation for large datasets.
The technical support from Anaplan is amazing, with a dedicated team to assist in case of any issues.
Lead Analyst at a manufacturing company with 10,001+ employees
We are getting the kind of support that we need from Anaplan.
Anaplan Solution Architect at a media company with 10,001+ employees
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 a educational organization with 1,001-5,000 employees
 

Scalability Issues

Sentiment score
6.5
Anaplan offers scalable solutions for large companies, though scalability can be affected by server sizing, costs, and storage limits.
Sentiment score
4.6
DataRobot is scalable, integrates easily, automates processes, supports multiple models, and handles large data volumes efficiently.
Anaplan had issues before, but the new Polaris engine solves them.
Lead Analyst at a manufacturing company with 10,001+ employees
 

Stability Issues

Sentiment score
7.7
Anaplan is highly reliable with rare downtime and robust performance, earning strong user ratings for stability and efficiency.
Sentiment score
7.7
DataRobot is praised for stability and reliability, with enhancements improving user satisfaction across diverse analytics scenarios.
 

Room For Improvement

Anaplan users seek improved dashboards, AI integration, better pricing, enhanced automation, easier collaboration, and a more comprehensive interface.
DataRobot faces customization, integration, and performance challenges; improved AI support, transparency, and community engagement are needed.
If any kind of history can be captured on the front-end UX page, that would be really appreciated and helpful.
Anaplan Solution Architect at a media company with 10,001+ employees
Anaplan cannot perform some tasks handled by Planning Analytics due to their different foundations, Anaplan on Hyperblock technology and TM1 on OLAP.
IBM Planning Analytics SME and Developer at a insurance company with 10,001+ employees
One improvement that could be added to Anaplan is to stabilize the models when data complexity increases, allowing us to manage our time and space well.
Anaplan Model Builder at Xenlytics
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 a educational organization with 1,001-5,000 employees
 

Setup Cost

Anaplan offers premium pricing with high functionality, competitive against market leaders despite limited licensing transparency and potential additional costs.
<p>DataRobot provides scalable, cost-effective AI solutions with flexible pricing tailored to enterprise needs and usage volume.</p>
Currently, Anaplan is more expensive compared to other tools.
Product Support Engineer at JSW
The pricing is slightly on the premium side, but I do not have detailed knowledge about the exact licensing structure.
Lead Analyst at a manufacturing company with 10,001+ 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 a educational organization with 1,001-5,000 employees
 

Valuable Features

Anaplan excels with real-time integration, user-friendly interface, scalability, collaboration, and cloud-based efficiency, enhancing planning and adaptability.
DataRobot automates feature engineering and model testing, enhancing productivity and decision-making with user-friendly, scalable integration.
Anaplan's connected planning feature is its most valuable aspect, allowing for seamless financial planning, HR planning, and updates.
Lead Analyst at a manufacturing company with 10,001+ employees
The integration is very seamless compared to any other tools in the market, making Anaplan quite easy to integrate with different tools.
Anaplan Model Builder at Xenlytics
I like about Anaplan the simplicity and the way it makes reporting easier and planning is broken down well.
Associate Manager, Accounting at BIC
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 a educational organization with 1,001-5,000 employees
 

Categories and Ranking

Anaplan
Ranking in Predictive Analytics
4th
Average Rating
8.2
Reviews Sentiment
6.5
Number of Reviews
35
Ranking in other categories
Business Performance Management (2nd), Production Planning (3rd)
DataRobot
Ranking in Predictive Analytics
5th
Average Rating
8.2
Reviews Sentiment
7.0
Number of Reviews
6
Ranking in other categories
AI Development Platforms (15th), AIOps (15th), AI Observability (66th), AI Finance & Accounting (4th)
 

Mindshare comparison

As of January 2026, in the Predictive Analytics category, the mindshare of Anaplan is 8.1%, down from 18.9% compared to the previous year. The mindshare of DataRobot is 6.7%, down from 7.5% compared to the previous year. It is calculated based on PeerSpot user engagement data.
Predictive Analytics Market Share Distribution
ProductMarket Share (%)
Anaplan8.1%
DataRobot6.7%
Other85.2%
Predictive Analytics
 

Featured Reviews

Segun Oladele - PeerSpot reviewer
Associate Manager, Accounting at BIC
Reporting and forecasting have become more automated through intuitive data organization and flexible number calendarization
I do not have any improvements from my own end at this time.There are some specific features or functionality that I would like to see included in Anaplan in the future. From what we have been using, I do not think there is any specific one because we import and export numbers. Importing and exporting with CSV files is already available in Anaplan. I do not have any special requests from Anaplan. I still decided to give Anaplan an eight because I have not seen a specific dashboard on Anaplan. Anaplan could have a dashboard where you can see the flow of your numbers displayed on pictorials rather than just saying this is the number. Simple dashboards should be implemented.
Naqash Ahmed - PeerSpot reviewer
Senior Data Reporting Analyst at a educational organization with 1,001-5,000 employees
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.
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Top Industries

By visitors reading reviews
Financial Services Firm
11%
Computer Software Company
10%
Manufacturing Company
10%
Retailer
6%
Financial Services Firm
14%
Manufacturing Company
12%
Computer Software Company
10%
Retailer
8%
 

Company Size

By reviewers
Large Enterprise
Midsize Enterprise
Small Business
By reviewers
Company SizeCount
Small Business10
Midsize Enterprise5
Large Enterprise17
No data available
 

Questions from the Community

What are your main use cases for Anaplan?
Anaplan is an industry-leading cloud-based corporate performance management (CPM) platform that combines business planning and analytics in a single solution. It is designed to assist organizations...
Is Board better than Anaplan as a Business Intelligence (BI) solution?
We've had several FP&amp;A departments include Anaplan in their analytics discussions, and while BI information IS generated, the focus is generally on compiling input from various sources and simu...
Is Anaplan better than SAP ERP?
There are different aspects of both Anaplan and SAP ERP that I like and dislike. Anaplan improves forecast accuracy and drives up the quality of analytics. Rather than spending all of their time co...
What is your experience regarding pricing and costs for DataRobot?
While pricing falls more under my IT colleagues, from my perspective, the overall experience feels justified. The premium pricing is reasonable for the value provided, and I'd say it's worth the in...
What needs improvement with DataRobot?
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 ...
What is your primary use case for DataRobot?
My main use case for DataRobot is to perform predictive analysis and automation of machine learning workflows. I use it to quickly build, test, and deploy models without extensive coding. One of th...
 

Comparisons

 

Overview

 

Sample Customers

HP, ForeScout, DocuSign, EAT, Pandora, Aviva, Intel Security, Zalora
Harmoney, Zidisha, ONE Marketing, DonorBureau, Trupanion, Avant
Find out what your peers are saying about Anaplan vs. DataRobot and other solutions. Updated: December 2025.
879,986 professionals have used our research since 2012.