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Cursor vs Fireworks AI comparison

 

Comparison Buyer's Guide

Executive Summary

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

Cursor
Ranking in AI Software Development
8th
Average Rating
9.0
Reviews Sentiment
6.1
Number of Reviews
2
Ranking in other categories
AI Code Assistants (5th)
Fireworks AI
Ranking in AI Software Development
21st
Average Rating
9.0
Reviews Sentiment
6.2
Number of Reviews
2
Ranking in other categories
AI Development Platforms (13th), AI Finance & Accounting (6th), AI Research (7th)
 

Mindshare comparison

As of April 2026, in the AI Software Development category, the mindshare of Cursor is 2.0%, down from 28.5% compared to the previous year. The mindshare of Fireworks AI is 0.5%, up from 0.1% compared to the previous year. It is calculated based on PeerSpot user engagement data.
AI Software Development Mindshare Distribution
ProductMindshare (%)
Cursor2.0%
Fireworks AI0.5%
Other97.5%
AI Software Development
 

Featured Reviews

Rusira Sathnindu - PeerSpot reviewer
Automation Engineer at a tech services company with 1-10 employees
AI coding has accelerated our feature delivery and has transformed how our team builds services
I have been noticing recently that Cursor introduced their own model, which is pretty limited; it is very fast, but it is not smart. They might have to improve that, along with the agent selection methodology. When you select auto, you expect it to use the best agent possible and think of the money savings, but it does not always work as expected, sometimes providing bad code or code that has bugs. I think the auto mode selection can improve. Another concern is the pricing; we have been paying a lot for Cursor recently, which I feel has increased within the last few months, possibly due to our usage going up. We are paying an amount similar to a developer's salary for Cursor now. I believe all the needed improvements are primarily around the auto agent selection mode and pricing. If they could be more transparent about it, that would be appreciated. We only see the bill at the end of the month, and it is often a high amount, so transparency in the pricing would be very helpful for us as developers.
Amar-Kumar - PeerSpot reviewer
Technical Lead at a tech services company with 501-1,000 employees
Chatbot exploration has enabled personalized product and offer recommendations for users
My advice for others looking into using Fireworks AI is that if you have a use case where you need to build or run your pre-existing model or a model provided by Fireworks AI, then you should go with it. You can build your own chatbot and provide a personalized experience. For example, in the entertainment industry, similar to a Jio application, I can recommend videos as per user preferences, such as suggesting cartoon videos for children based on their age while ensuring the content is informative for both parents and children. I rate Fireworks AI an eight out of ten based on my exploration. I chose eight out of ten because I explored it for the chatbot and recommendation engine, which align with my use case, and this rating may change in the future.

Quotes from Members

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

Pros

"Previously, tasks that would take weeks or months can now be completed within days because of these AI tools."
"Cursor positively impacts my organization by providing great feasibility and better reliability, enabling faster development processes."
"Based on my exploration so far, I find that Fireworks AI offers a platform where I can run and build my own AI models, which I consider to be the best feature."
"Fireworks AI has a solid API and is quite easy to interact with."
"Fireworks AI has helped our organization by enabling us to create a platform for artists to sell their art styles."
 

Cons

"Sometimes Cursor does get stuck, which should be addressed, though the UI remains very good."
"Another concern is the pricing; we have been paying a lot for Cursor recently, which I feel has increased within the last few months, possibly due to our usage going up."
"When using the API, it does not return information about the charges for image generation, which would be useful for our solution."
"Based on my exploration so far, I find that it is too early to judge any improvements or negative aspects of Fireworks AI, as I am still in the exploration phase."
"When using the API, it does not return information about the charges for image generation, which would be useful for our solution."
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Top Industries

By visitors reading reviews
Comms Service Provider
13%
Computer Software Company
11%
University
7%
Financial Services Firm
6%
University
15%
Computer Software Company
10%
Construction Company
9%
Comms Service Provider
8%
 

Company Size

By reviewers
Large Enterprise
Midsize Enterprise
Small Business
No data available
No data available
 

Questions from the Community

What needs improvement with Cursor?
I have been noticing recently that Cursor introduced their own model, which is pretty limited; it is very fast, but it is not smart. They might have to improve that, along with the agent selection ...
What is your primary use case for Cursor?
My main use case for Cursor is building products for our company; we write all our code mainly in Cursor now. A quick specific example of a product I have built using Cursor is the maintenance of o...
What advice do you have for others considering Cursor?
My advice for others looking into using Cursor is that it is a really good code editor; you can use it for everything, but make sure to read the code it generates because otherwise, you will not kn...
What is your experience regarding pricing and costs for Fireworks AI?
I cannot comment on pricing or setup cost since others handle that aspect. As a developer, I primarily use the API.
What needs improvement with Fireworks AI?
Returning the values charged for each event generation would improve Fireworks AI. When using the API, it does not return information about the charges for image generation, which would be useful f...
What is your primary use case for Fireworks AI?
We primarily use Fireworks AI for text-to-image generation. We are developing a platform for artists to sell their art styles, where the system helps them tune a model and then sell images generate...
 

Comparisons

 

Overview

Find out what your peers are saying about Windsurf, Pega, Camunda and others in AI Software Development. Updated: April 2026.
886,468 professionals have used our research since 2012.