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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
7th
Average Rating
9.0
Reviews Sentiment
6.1
Number of Reviews
2
Ranking in other categories
AI Code Assistants (4th)
Fireworks AI
Ranking in AI Software Development
19th
Average Rating
7.6
Reviews Sentiment
6.8
Number of Reviews
9
Ranking in other categories
AI Development Platforms (9th), AI Finance & Accounting (5th), AI Research (5th)
 

Mindshare comparison

As of July 2026, in the AI Software Development category, the mindshare of Cursor is 1.2%, down from 36.8% 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 (%)
Cursor1.2%
Fireworks AI0.5%
Other98.3%
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.
M김
Ai스페셜리스트매니저 at a tech vendor with 501-1,000 employees
Automation has accelerated agent workflows and now needs broader connections for enterprise data
In the current function calling, if Fireworks AI could be added as part of our RAG system not only with the function calling we are using now but also with a variety of other connections, then an even better situation would be possible. Fireworks is based on tool calling, so it needs to add more different kinds of connections to enable faster data retention and optimization. Although multiple optimal optimization or measurement methodologies for using LLMs are being discussed, when using them inside enterprises, the main thing is actually measuring work handling capability or work processing speed. Based on that, and also through what might be called interviews with business-side staff, we measured the speed improvements in a somewhat indirect manner.

Quotes from Members

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

Pros

"Cursor positively impacts my organization by providing great feasibility and better reliability, enabling faster development processes."
"Previously, tasks that would take weeks or months can now be completed within days because of these AI tools."
"Since using Fireworks AI, being part of their startup program has resulted in significant cost savings and has helped accelerate our development timeline."
"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 positively impacted our organization by increasing our AI response time by twenty to fifty percent, as we now have AI agents and AI features that return answers twenty to fifty percent faster."
"Fireworks AI has positively impacted my organization by helping my productivity go up."
"The inference itself works fine, with reasonable model breadth and speed, and my problem is entirely with billing, not the underlying technology."
"Fireworks AI has helped our organization by enabling us to create a platform for artists to sell their art styles."
"Fireworks AI has positively impacted our organization by making our AI features feel more production-ready instead of experimental."
 

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."
"The only challenge is that Fireworks AI is not a ready-made business application; you have to customize it to suit your organization's taste, and it lacks a user-friendly dashboard, making it very difficult to grasp."
"When using the API, it does not return information about the charges for image generation, which would be useful for our solution."
"Receiving a $40,000 bill out of nowhere, for usage I never knowingly incurred and which my own dashboard does not reflect, has been an extremely stressful experience."
"The customer support for Fireworks AI is average."
"Fireworks AI could be improved, as documentation could be clearer in some areas, especially around advanced configs."
"In the current function calling of Fireworks AI, I am using it as one part of my RAG system. If Fireworks AI could be enhanced not only with the function calling I currently use, but also by adding a variety of other connections, then I think it would lead to an even better situation."
"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."
"Fireworks AI can be improved by addressing that costs can rise at scale."
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Top Industries

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

Company Size

By reviewers
Large Enterprise
Midsize Enterprise
Small Business
No data available
By reviewers
Company SizeCount
Small Business9
Midsize Enterprise3
Large Enterprise2
 

Questions from the Community

What needs improvement with Cursor?
Sometimes Cursor does get stuck, which should be addressed, though the UI remains very good. The terminal can get stuck when there are many backend Docker processes running or when I need to check ...
What is your primary use case for Cursor?
I primarily use Cursor primarily to build applications, including front end and back end, as well as React Native apps. When using Cursor for front end and back end systems, I utilize technologies ...
What advice do you have for others considering Cursor?
My advice to others considering Cursor is that it is very good to use. I would recommend a context strategy to help them work effectively with the IDE.
What is your experience regarding pricing and costs for Fireworks AI?
While the pricing may feel expensive for smaller teams, the operational burden reduction and performance improvements that Fireworks AI provides make the investment justifiable.
What needs improvement with Fireworks AI?
One of the things that could improve Fireworks AI is the cost, which I think is really expensive. It is very much more expensive than Groq, which I generally use. Also, there is no free tier, which...
What is your primary use case for Fireworks AI?
My main use case for Fireworks AI is typically for fine-tuning or choosing what models I want to use for my project. It is good for letting me use all the models, and it acts as a playground so I c...
 

Comparisons

 

Overview

Find out what your peers are saying about Cursor vs. Fireworks AI and other solutions. Updated: June 2026.
904,016 professionals have used our research since 2012.