--- title: TensorFlow Reviews meta_title: 'TensorFlow Reviews 2026: Details, Pricing, & Features | G2' meta_description: Filter 138 reviews by the users' company size, role or industry to find out how TensorFlow works for a business like yours. aggregate_rating: rating_value: 4.5 review_count: 138 scale: '5' date_modified: '2026-09-22' parent_category: name: Artificial Intelligence url: https://www.g2.com/categories/artificial-intelligence ---

TensorFlow Pros and Cons: Top 5 Advantages and Disadvantages

Quick AI Summary Based on G2 Reviews

Generated from real user reviews

Users celebrate the flexibility and power of TensorFlow, enabling complex machine learning projects with ease. (23 mentions)
Users praise the end-to-end AI integration of TensorFlow, which enhances project efficiency and flexibility across platforms. (19 mentions)
Users appreciate the ease of use of TensorFlow, benefiting from strong support and comprehensive guides for model training. (19 mentions)
Users appreciate the model variety in TensorFlow, enabling efficient and versatile machine learning across different platforms. (17 mentions)
Users appreciate the scalability of TensorFlow, enabling efficient distributed training across various hardware platforms. (14 mentions)
Users find the steep learning curve of TensorFlow difficult, requiring significant time and effort to master. (25 mentions)
Users find TensorFlow complex and hard to learn, especially when debugging or converting models for embedded applications. (7 mentions)
Users find the difficult learning curve of TensorFlow frustrating, especially when dealing with high-level Keras and deprecated APIs. (7 mentions)
Users find error handling frustrating due to complex messages and difficult debugging processes, especially for beginners. (6 mentions)
Users experience slow performance with TensorFlow, especially when executing complicated models and training larger frameworks. (5 mentions)

5 Pros or Advantages of TensorFlow

5 Cons or Disadvantages of TensorFlow

pankaj v.
PV
pankaj v.
Software Engineer II
Small-Business (50 or fewer emp.)
"A good platform to learn machine Learning"
4/5
What do you like best about TensorFlow?

Good API and great code samples which helps to easy integrate. Review collected by and hosted on G2.com.

What do you dislike about TensorFlow?

Need more resources around, if we are stuck there are less resources to help. Otherwise we have to go through documentation to understand Review collected by and hosted on G2.com.

Daniel C.
DC
Daniel C.
Consultant
Mid-Market (51-1000 emp.)
"Great experience"
4.5/5
What do you like best about TensorFlow?

It's a framework easy to use, implement, understand, and debug Review collected by and hosted on G2.com.

What do you dislike about TensorFlow?

In some cases, it's difficult to integrate with functionalities outside of the framework Review collected by and hosted on G2.com.

Shobit S.
SS
Shobit S.
data manger
Banking
Small-Business (50 or fewer emp.)
"Powerful & Scalable AI Framework"
5/5
What do you like best about TensorFlow?

I like Strong Ecosystem and Community and also Integration with Keras Review collected by and hosted on G2.com.

What do you dislike about TensorFlow?

Less Intuitive than PyTorch and Difficult Debugging due to static computation graphs Review collected by and hosted on G2.com.

Enmanuel M.
EM
Enmanuel M.
Assistant Research Analyst
Small-Business (50 or fewer emp.)
"Description of Tensor flow"
5/5
What do you like best about TensorFlow?

The versatility and the scalability of TensorFlow. Review collected by and hosted on G2.com.

What do you dislike about TensorFlow?

The complexity in the use of each one of the tools in addition to the GPU limitations Review collected by and hosted on G2.com.

Verified User in Information Technology and Services
UI
Verified User in Information Technology and Services
Mid-Market (51-1000 emp.)
"A must have library for machine learning enthusiasts"
4/5
What do you like best about TensorFlow?

TensorFlow is easy to use, offers a rich documentation and has a huge community behind it that is always ready to help. Review collected by and hosted on G2.com.

What do you dislike about TensorFlow?

When you grow out of the free tier the pricing can become a real headache like with other cloud tools. Review collected by and hosted on G2.com.

Verified User in Computer Hardware
UC
Verified User in Computer Hardware
Mid-Market (51-1000 emp.)
"TensorFlow is great at data handling data well."
4.5/5
What do you like best about TensorFlow?

TensorFlow supports a wide range of machine learning models. It works smoothly with different devices. I use this tool almost everyday. Review collected by and hosted on G2.com.

What do you dislike about TensorFlow?

Few Control flow operations and loop functions are missing. Review collected by and hosted on G2.com.

AS
Aanya S.
Project Manager
Information Technology and Services
Enterprise (> 1000 emp.)
"Neural Network with Keras- Tensor Flow"
5/5
What do you like best about TensorFlow?

Tensor Flow is easy to use, flexible with devices, runs machine directly in browser with java. Review collected by and hosted on G2.com.

What do you dislike about TensorFlow?

Tool visualize can be more easy and pre trained models can done more frequently and can save more time. Review collected by and hosted on G2.com.

Verified User in Computer Software
UC
Verified User in Computer Software
Enterprise (> 1000 emp.)
"Solid and reliable framework for ML"
4.5/5
What do you like best about TensorFlow?

The scalability which allows for distributed training is great, and the API is very extensible. Review collected by and hosted on G2.com.

What do you dislike about TensorFlow?

It does have a steep learning curve and it is very resource intensive. Review collected by and hosted on G2.com.

Verified User in Computer Software
UC
Verified User in Computer Software
Small-Business (50 or fewer emp.)
"TensorFlow Review"
4/5
What do you like best about TensorFlow?

Capable of managing large datasets and supporting distributed computing. Review collected by and hosted on G2.com.

What do you dislike about TensorFlow?

Needs more boilerplate code than PyTorch and other alternatives. Review collected by and hosted on G2.com.

Verified User in Education Management
UE
Verified User in Education Management
Small-Business (50 or fewer emp.)
"Reviewing Tensorflow"
4.5/5
What do you like best about TensorFlow?

It's easy to integrate pre-trained models for building up the starter projects and tensorflow.js helped me out for integrating it directly into the browser. Review collected by and hosted on G2.com.

What do you dislike about TensorFlow?

There were compatibility issues between different versions, to convert code from Tensorflow 1.0 to Tensorflow 2.0. Although change was good but it need now some changes to be made in order to make it compatible. Review collected by and hosted on G2.com.