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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
23rd
Average Rating
8.2
Reviews Sentiment
6.7
Number of Reviews
5
Ranking in other categories
AI Development Platforms (12th), AI Finance & Accounting (6th), AI Research (7th)
 

Mindshare comparison

As of May 2026, in the AI Software Development category, the mindshare of Cursor is 1.8%, down from 28.8% 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 (%)
Cursor1.8%
Fireworks AI0.5%
Other97.7%
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.
reviewer2818368 - PeerSpot reviewer
ML Engineer at a energy/utilities company with 51-200 employees
Centralized inference has boosted GPU efficiency and now powers faster AI products
Fireworks AI is an extremely strong tool in inference performance. However, initially, Fireworks AI's platform and tooling require some learning, especially for teams transitioning from traditional cloud infrastructure or self-hosted model serving. While Fireworks AI simplifies deployment significantly, understanding the settings and model configuration still requires some familiarity and a learning period. Another challenge I would address is broader integrations and workflow tooling around advanced fine-tuning pipelines, which would be a great addition to Fireworks AI. Fireworks AI's core platform is excellent, but some surrounding ecosystems are still evolving compared to more mature cloud platforms. While Fireworks AI supports open-source models very well, some custom-wise deployment might still require additional engineering work, which could have been better. Another pain point would be the pricing at scale. While Fireworks AI is excellent at the price point it offers, inference-heavy workloads with large-volume requests can become expensive over time, especially for teams starting out or for startups operating with a limited budget.

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."
"Fireworks AI is an exceptional tool for AI-heavy engineering teams and companies selling generative AI products, and I would strongly recommend Fireworks AI despite the pricing at larger scale demands."
"Fireworks AI has helped our organization by enabling us to create a platform for artists to sell their art styles."
"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."
"After introducing Fireworks AI's high-speed inference engine, I found that communication speed between agents was about twice as fast as before."
"Fireworks AI has a solid API and is quite easy to interact with."
"Fireworks AI has positively impacted our organization by making our AI features feel more production-ready instead of experimental."
"After introducing Fireworks AI's high-speed inference engine, I found that communication speed between agents was about twice as fast as before."
 

Cons

"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."
"Sometimes Cursor does get stuck, which should be addressed, though the UI remains very good."
"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."
"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."
"Another pain point would be the pricing at scale."
"When using the API, it does not return information about the charges for image generation, which would be useful for our solution."
"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."
"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
7%
University
13%
Computer Software Company
9%
Construction Company
8%
Educational Organization
8%
 

Company Size

By reviewers
Large Enterprise
Midsize Enterprise
Small Business
No data available
By reviewers
Company SizeCount
Small Business7
Midsize Enterprise3
Large Enterprise1
 

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?
Fireworks AI is an extremely strong tool in inference performance. However, initially, Fireworks AI's platform and tooling require some learning, especially for teams transitioning from traditional...
What is your primary use case for Fireworks AI?
Fireworks AI is our main tool to scale with language models, which helps us reduce latency and improve our application performance significantly. Our primary use case for Fireworks AI is to run and...
 

Comparisons

 

Overview

Find out what your peers are saying about Cursor vs. Fireworks AI and other solutions. Updated: April 2026.
896,202 professionals have used our research since 2012.