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IBM Watson Machine Learning vs IBM Watson Studio comparison

 

Comparison Buyer's Guide

Executive SummaryUpdated on Dec 4, 2024

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

IBM Watson Machine Learning
Ranking in AI Development Platforms
17th
Average Rating
8.0
Reviews Sentiment
7.1
Number of Reviews
7
Ranking in other categories
No ranking in other categories
IBM Watson Studio
Ranking in AI Development Platforms
16th
Average Rating
8.2
Reviews Sentiment
6.7
Number of Reviews
17
Ranking in other categories
Data Science Platforms (16th)
 

Mindshare comparison

As of February 2026, in the AI Development Platforms category, the mindshare of IBM Watson Machine Learning is 2.0%, up from 1.9% compared to the previous year. The mindshare of IBM Watson Studio is 1.6%, down from 1.7% compared to the previous year. It is calculated based on PeerSpot user engagement data.
AI Development Platforms Market Share Distribution
ProductMarket Share (%)
IBM Watson Studio1.6%
IBM Watson Machine Learning2.0%
Other96.4%
AI Development Platforms
 

Featured Reviews

Anurag Mayank - PeerSpot reviewer
Manager at Maruti Suzuki India Limited
A highly efficient solution that delivers the desired results to its users
I had not considered how the solution could be improved because I was focused on how it was helping me to solve my issues. If I consider how we want to use it in our organization, certain areas of improvement can be addressed. For instance, we want to use it with Generative AI, not like ChatGPT, but in a way intended for industrial use. It would be beneficial to incorporate more AI into the solution.
AA
Director, Channel and Alliances at Akinon
Automated processes improve efficiency while user interface and accessibility need enhancements
IBM Watson Studio, while powerful, lacks user-friendliness. It is not easy to use, particularly for medium or small enterprises or less experienced staff. Another aspect that requires improvement is the complexity involved in computer vision tasks. The integration capabilities have not significantly impacted workflow since there are simpler tools like Alteryx and Nine. The platform is associated with a complicated setup process and demands heavy hardware, making it expensive to scale. IBM should work on optimizing the user interface and enhancing the product's accessibility for medium and small enterprises.

Quotes from Members

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

Pros

"The solution is very valuable to our organization due to the fact that we can work on it as a workflow."
"The most valuable aspect of the solution's the cost and human labor savings."
"We can enable and change developer productivity with artificial intelligence-recommended code based on natural language input or exciting source code."
"It is has a lot of good features and we find the image classification very useful."
"Scalability-wise, I rate the solution ten out of ten."
"I was particularly interested in trying the AutoML feature to see how it handles data and proposes new models. The variety of models it provides is impressive."
"It has improved self-service and customer satisfaction."
"In my experience, AutoML is the most valuable feature of IBM Watson Studio."
"It has a lot of data connectors, which is extremely helpful."
"Watson Studio is very stable."
"The main benefit is the ease of use. We see a lot of engineers in our site and customers that really like the way the tools are able to work with the people."
"It has greatly improved the performance because it is standardized across the company."
"It stands out for its substantial AI capabilities, offering a broad spectrum of features for crafting solutions that meet specific requirements."
"The solution is very easy to use."
"It is a stable, reliable product."
 

Cons

"In future releases, I would like to see a more flexible environment."
"If I consider how we want to use it in our organization, certain areas of improvement can be addressed. For instance, we want to use it with Generative AI, not like ChatGPT, but in a way intended for industrial use."
"Scaling is limited in some use cases. They need to make it easier to expand in all aspects."
"Honestly, I haven't seen any comparative report that has run the same data through two different artificial intelligence or machine learning capabilities to get something out of it. I would love to see that."
"Sometimes training the model is difficult."
"They should add more GPU processing power to improve performance, especially when dealing with large amounts of data."
"The supporting language is limited."
"I think maybe the support is an area where it lacks."
"The solution's interface is very slow at times."
"The initial setup was complex."
"One area that could be improved is the backup and restoration of the database and the overall database configuration."
"The decision making in their decision making feature is less good than other options."
"The main challenge lies in visibility and ease of use."
"I wish learning IBM Watson Studio could be easier and more gradual, as it is a complex task. Also, I think pricing is a bit high."
"Some of the solutions are really good solutions but they can be a little too costly for many."
 

Pricing and Cost Advice

"I've only been using the free tier, but it's quite competitive on a service basis."
"The pricing model is good."
"IBM Watson Studio is a reasonably priced product"
"Watson Studio's pricing is reasonable for what you get."
"IBM Watson Studio is an expensive solution."
"The pricing is generally reasonable and straightforward but can vary significantly depending on the specific workloads in use."
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Top Industries

By visitors reading reviews
University
14%
Financial Services Firm
12%
Educational Organization
9%
Computer Software Company
9%
Financial Services Firm
12%
Manufacturing Company
11%
Educational Organization
8%
Computer Software Company
8%
 

Company Size

By reviewers
Large Enterprise
Midsize Enterprise
Small Business
No data available
By reviewers
Company SizeCount
Small Business12
Midsize Enterprise1
Large Enterprise5
 

Questions from the Community

What needs improvement with IBM Watson Machine Learning?
Sometimes training the model is difficult. We need to have at least a few different components to evaluate and understand the behavior of different users to have a very, very high accuracy in the m...
What is your primary use case for IBM Watson Machine Learning?
We use different artificial intelligence models to build questions and get answers for clients.
What is your experience regarding pricing and costs for IBM Watson Studio?
IBM Watson Studio is considered rather expensive, with a rating of six or seven. The pricing could be optimized relative to the features and capabilities of the product.
What needs improvement with IBM Watson Studio?
Better documentation and more tutorials could enhance user experience with IBM Watson Studio.
What is your primary use case for IBM Watson Studio?
My usual use cases for IBM Watson Studio include data analysis and model building.
 

Also Known As

No data available
Watson Studio, IBM Data Science Experience, Data Science Experience, DSx
 

Overview

 

Sample Customers

Information Not Available
GroupM, Accenture, Fifth Third Bank
Find out what your peers are saying about IBM Watson Machine Learning vs. IBM Watson Studio and other solutions. Updated: December 2025.
881,733 professionals have used our research since 2012.