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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
16th
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
17th
Average Rating
8.2
Reviews Sentiment
6.7
Number of Reviews
17
Ranking in other categories
Data Science Platforms (18th)
 

Mindshare comparison

As of January 2026, in the AI Development Platforms category, the mindshare of IBM Watson Machine Learning is 2.0%, up from 2.0% compared to the previous year. The mindshare of IBM Watson Studio is 1.5%, 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 Machine Learning2.0%
IBM Watson Studio1.5%
Other96.5%
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."
"Scalability-wise, I rate the solution ten out of ten."
"It has improved self-service and customer satisfaction."
"It is has a lot of good features and we find the image classification very useful."
"We can enable and change developer productivity with artificial intelligence-recommended code based on natural language input or exciting source code."
"The most valuable aspect of the solution's the cost and human labor savings."
"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 is a very stable and reliable solution."
"Watson Studio is the most complete tool for AI projects."
"Technical support is great. We have had weekly teleconferences with the technical people at IBM, and they have been fantastic."
"Stability-wise, it is a great tool."
"It stands out for its substantial AI capabilities, offering a broad spectrum of features for crafting solutions that meet specific requirements."
"IBM Watson Studio has positively impacted my organization by increasing work efficiency, as it is an end-to-end ML pipeline in one place."
"Watson Studio is the most complete tool for AI projects."
"The system's ability to take a look at data, segment it and then use that data very differently."
 

Cons

"They should add more GPU processing power to improve performance, especially when dealing with large amounts of data."
"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."
"The supporting language is limited."
"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."
"Sometimes training the model is difficult."
"In future releases, I would like to see a more flexible environment."
"The solution's interface is very slow at times."
"IBM Watson Studio, while powerful, lacks user-friendliness. It is not easy to use, particularly for medium or small enterprises or less experienced staff."
"Watson Studio would be improved with a clearer path for the deployment of docker images."
"The decision making in their decision making feature is less good than other options."
"Better documentation and more tutorials could enhance user experience with IBM Watson Studio."
"The main challenge lies in visibility and ease of use."
"More features in data virtualization would be helpful. The solution could use an interactive dashboard that could make exploration easier."
"Initially, it was quite complex. For us, it was not only a matter of getting it installed, that was just a start. It was also trying to come up with a standard way of implementing it across the entire organization, which had been a challenge."
 

Pricing and Cost Advice

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

By visitors reading reviews
University
14%
Financial Services Firm
12%
Computer Software Company
10%
Educational Organization
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?
I think IBM Watson Studio can be improved. 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.
What is your primary use case for IBM Watson Studio?
My main use case for IBM Watson Studio is the end-to-end ML life cycle. A specific example of a project where I used IBM Watson Studio for the end-to-end machine learning life cycle is that I built...
 

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.
881,082 professionals have used our research since 2012.