--- title: Gymnasium Reviews meta\_title: 'Gymnasium Reviews 2026: Details, Pricing, & Features | G2' meta\_description: Filter reviews by the users' company size, role or industry to find out how Gymnasium works for a business like yours. aggregate\_rating: rating\_value: 4.3 review\_count: 6 scale: '5' date\_modified: '2026-07-31' parent\_category: name: Artificial Intelligence url: https://www.g2.com/categories/artificial-intelligence ---

### Gymnasium Pros and Cons: Top Advantages and Disadvantages

#### Quick AI Summary Based on G2 Reviews

Generated from real user reviews

Users value the **AI technology** of Gymnasium, finding it immensely helpful for reinforcement learning research. [(1 mentions)](https://www.g2.com/products/gymnasium/reviews?filters%5Bsentiment_snippet%5D=1969093&qs=pros-and-cons#reviews)

Users find that Gymnasium provides a **valuable problem-solving platform** for reinforcement learning research and collaboration. [(1 mentions)](https://www.g2.com/products/gymnasium/reviews?filters%5Bsentiment_snippet%5D=1969092&qs=pros-and-cons#reviews)

Users find **complex implementation** challenging, especially beginners and those needing multi-agent support. [(1 mentions)](https://www.g2.com/products/gymnasium/reviews?filters%5Bsentiment_snippet%5D=1969090&qs=pros-and-cons#reviews)

Users find the **limited features** of Gymnasium challenging, especially for newcomers and multi-agent configurations. [(1 mentions)](https://www.g2.com/products/gymnasium/reviews?filters%5Bsentiment_snippet%5D=1969091&qs=pros-and-cons#reviews)

Users find **limited options** challenging, especially when navigating the platform as beginners or in multi-agent environments. [(1 mentions)](https://www.g2.com/products/gymnasium/reviews?filters%5Bsentiment_snippet%5D=1969095&qs=pros-and-cons#reviews)

### Top Pros or Advantages of Gymnasium

##### 1. AI Technology

Users value the **AI technology** of Gymnasium, finding it immensely helpful for reinforcement learning research.
[
See 1 mentions
](https://www.g2.com/products/gymnasium/reviews?filters%5Bsentiment_snippet%5D=1969093&qs=pros-and-cons#reviews)

See Related User Reviews

 ![Goodness E.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Goodness E.")
GE

Goodness E.

Small-Business (50 or fewer emp.)

5.0/5

"OpenAI Gym review"

What do you like about Gymnasium?

OpenAI Gym to me is the most popular platform for reinforcement learning research. And it has really been useful for me and my friends in our resea

##### 2. Problem Solving

Users find that Gymnasium provides a **valuable problem-solving platform** for reinforcement learning research and collaboration.
[
See 1 mentions
](https://www.g2.com/products/gymnasium/reviews?filters%5Bsentiment_snippet%5D=1969092&qs=pros-and-cons#reviews)

See Related User Reviews

 ![Goodness E.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Goodness E.")
GE

Goodness E.

Small-Business (50 or fewer emp.)

5.0/5

"OpenAI Gym review"

What do you like about Gymnasium?

OpenAI Gym to me is the most popular platform for reinforcement learning research. And it has really been useful for me and my friends in our resea

### Top Cons or Disadvantages of Gymnasium

##### 1. Complex Implementation

Users find **complex implementation** challenging, especially beginners and those needing multi-agent support.
[
See 1 mentions
](https://www.g2.com/products/gymnasium/reviews?filters%5Bsentiment_snippet%5D=1969090&qs=pros-and-cons#reviews)

See Related User Reviews

 ![Goodness E.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Goodness E.")
GE

Goodness E.

Small-Business (50 or fewer emp.)

5.0/5

"OpenAI Gym review"

What do you dislike about Gymnasium?

It is not easy to use for me as a newbie. It also has limited support for a multi agent environment. This has really possed a challenge.

##### 2. Limited Features

Users find the **limited features** of Gymnasium challenging, especially for newcomers and multi-agent configurations.
[
See 1 mentions
](https://www.g2.com/products/gymnasium/reviews?filters%5Bsentiment_snippet%5D=1969091&qs=pros-and-cons#reviews)

See Related User Reviews

 ![Goodness E.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Goodness E.")
GE

Goodness E.

Small-Business (50 or fewer emp.)

5.0/5

"OpenAI Gym review"

What do you dislike about Gymnasium?

It is not easy to use for me as a newbie. It also has limited support for a multi agent environment. This has really possed a challenge.

##### 3. Limited Options

Users find **limited options** challenging, especially when navigating the platform as beginners or in multi-agent environments.
[
See 1 mentions
](https://www.g2.com/products/gymnasium/reviews?filters%5Bsentiment_snippet%5D=1969095&qs=pros-and-cons#reviews)

See Related User Reviews

 ![Goodness E.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Goodness E.")
GE

Goodness E.

Small-Business (50 or fewer emp.)

5.0/5

"OpenAI Gym review"

What do you dislike about Gymnasium?

It is not easy to use for me as a newbie. It also has limited support for a multi agent environment. This has really possed a challenge.

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 ![Alok y.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Alok y.")
AY

Alok y.

Mysql Database Administrator

Small-Business (50 or fewer emp.)

8/8/2024

"Gym is reinforcement and agent learning toolkit"

4.5/5

What do you like best about Gymnasium?

Gym is a playground for AI agent to learn to perform their task with flexible classes and customization to improve accuracy more and more.

I compare my reinforcement learning algorithms like DDPG, DQN and PPO, while training Gym enhance my model abilities and train my model on different algorithms and compare batter preformed algorithms.

Gym is open sourcre and it have classes and modules and custom environments for specific need and to simulate specialized task.

overall Gym is feature rich and user friendly toolkit. Review collected by and hosted on G2.com.

What do you dislike about Gymnasium?

Gym hasn't distributed training support for complex environments or larger model.

also it hasn't multi agent training environment this too much limitations like gym hasn't built in transfer learning support Review collected by and hosted on G2.com.

What problems is Gymnasium solving and how is that benefiting you?

training model and compare to chose best performe algorithms Review collected by and hosted on G2.com.

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Current UserValidated ReviewerIncentivizedSource: G2 invite

 ![Goodness E.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Goodness E.")
GE

Goodness E.

Virtual Assistant/Project Manager 

Market Research

Small-Business (50 or fewer emp.)

12/10/2024

"OpenAI Gym review"

5/5

What do you like best about Gymnasium?

OpenAI Gym to me is the most popular platform for reinforcement learning research. And it has really been useful for me and my friends in our researche activities. Review collected by and hosted on G2.com.

What do you dislike about Gymnasium?

It is not easy to use for me as a newbie. It also has limited support for a multi agent environment. This has really possed a challenge. Review collected by and hosted on G2.com.

What problems is Gymnasium solving and how is that benefiting you?

Open AI Gym is solving problems related to reinforcement learning, and personally it has helped me and my team in contributing to the development of more sophisticated AI models, which has lead to improved performance in our game application. Review collected by and hosted on G2.com.

Show More

Validated ReviewerIncentivizedSource: G2 invite

 ![anshuman m.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "anshuman m.")
AM

anshuman m.

Full-stack Developer

Computer Software

Small-Business (50 or fewer emp.)

2/24/2024

"One of the best reinforcement learning toolkit Gym"

4.5/5

What do you like best about Gymnasium?

One of the best advancements is its work with multiple algorithms written in any framework.

Gym provides me the ability to test my algorithms on high levels of complexity and many types of tasks.

Gym API provides an interface of environments to compare the performance of different RL algorithms. Review collected by and hosted on G2.com.

What do you dislike about Gymnasium?

One of the biggest disadvantages I found Gym does not support multi-agent environments it has single-agent environments as multiple agents work in a shared environment which is very good for reinforcement learning.

version capability problems packages can issues during installation and usage.

update problem Gym library remains up to date with the latest advancements and latest environments with time Review collected by and hosted on G2.com.

What problems is Gymnasium solving and how is that benefiting you?

Help to optimize My reinforcement learning task as a single agent learning environment Review collected by and hosted on G2.com.

Show More

6/15/2024
Current UserValidated ReviewerIncentivizedSource: G2 invite

 ![Vishal M.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Vishal M.")
VM

Vishal M.

Technical Lead

Small-Business (50 or fewer emp.)

4/6/2022

"Reinforcement Learning toolkit"

3/5

What do you like best about Gymnasium?

They have a leaderboard so contributors can see how their enhancements to reinforcement learning algorithms compare to others, this acts as the starting point fun to learn way for new developers to use their API and produce experimental results and compare with others Review collected by and hosted on G2.com.

What do you dislike about Gymnasium?

Developing AI technology compulsory has to be on an open source project, which could be counterproductive to few.

Documentation is not that great and need a bit of time to go through and get used to the kit Review collected by and hosted on G2.com.

What problems is Gymnasium solving and how is that benefiting you?

Tried to automate boardbased game as starting point learning the reinforcement learning and exploring the scenarios where the toolkit can actually be productive in actual business scenario.

Trying to explore ways to cross train models on existing algorithms, to curve out results Review collected by and hosted on G2.com.

Show More

Validated ReviewerIncentivizedSource: G2 invite

 ![Verified User in Wireless](/assets/icons/anonymous-avatar-purple-4ae1032bdb50ee5682003170c8184aee790d25958bd397abbd384ba52c596a7b.svg "Verified User in Wireless")
UW

Verified User in Wireless

Enterprise (\> 1000 emp.)

9/15/2021

"Library and Class are best to usable"

4.5/5

What do you like best about Gymnasium?

Open source and best to use classes and modules Review collected by and hosted on G2.com.

What do you dislike about Gymnasium?

It could have a little bit more flexibility for the training an agent Review collected by and hosted on G2.com.

What problems is Gymnasium solving and how is that benefiting you?

I am trying to build an RL algorithm for a wireless network optmization Review collected by and hosted on G2.com.

Show More

Validated ReviewerIncentivizedSource: G2 invite

 ![Kevin T.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Kevin T.")
KT

Kevin T.

Software Engineering Intern

Information Technology and Services

Enterprise (\> 1000 emp.)

8/20/2018

"OpenAI Gym"

4/5

What do you like best about Gymnasium?

This toolkit for creating learning algorithms is useful and easy to pick up. Better than writing from scratch via scikit learn and good at testing for performance than pure cross validation. Review collected by and hosted on G2.com.

What do you dislike about Gymnasium?

Couldn't specify ensembles or some low level options to customize my algorithm for specified targeting. Review collected by and hosted on G2.com.

What problems is Gymnasium solving and how is that benefiting you?

Data warehouse processing. Review collected by and hosted on G2.com.

Show More

Validated ReviewerSource: Seller invite

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