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Fireworks AI vs Retool 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:
 

ROI

Sentiment score
6.3
Fireworks AI boosts efficiency by reducing task time and costs, enhancing performance, and accelerating time to market by six months.
Sentiment score
6.5
Retool saves time and money, reducing developer dependency, while offering efficient, cost-effective solutions with a minimal monthly expense.
Time to market has been accelerated by six months.
Co-Founder and CEO at Seismora
We do not have to worry about engineering effort, leading to a twenty to thirty percent reduction in the engineering time for data engineers working on infrastructure.
Product Manager at a tech vendor with 11-50 employees
Fireworks AI has saved my team around half of what we used to take because initially, we had to manually research all the models.
full stack developer intern at a tech services company with 1-10 employees
We had fewer front-end resources, and while developing with Retool, we did not need many front-end team members, which saved on salaries.
software engineer at a non-tech company with 1,001-5,000 employees
I think we can see time saved to start the proof of concept and maybe money saved because I was able to develop the mobile app alone without needing additional resources.
IT consultant for healthcare sector at Freelancer
We have seen a return on investment because we are building these internal dashboards 30 to 50% faster, so we are saving approximately 30 to 50% of an employee's time.
Product Manager at a tech vendor with 11-50 employees
 

Customer Service

Sentiment score
5.5
Fireworks AI's responsive support is helpful, with users valuing documentation and detailed guidance to reduce contact need.
Sentiment score
5.5
Retool's customer service is mixed, with varying satisfaction levels, reliance on external resources, and praise for prompt assistance.
I would rate the customer support with answers being a ten
Co-Founder and CEO at Seismora
The documentation was thorough and complete.
Product Manager at a tech vendor with 11-50 employees
Customer support for Fireworks AI is very friendly, active, and responsive.
Assistant Banking Officer at Zenith-bank
The customer support is amazing; overall, AWS customer support is very professional and fast.
software engineer at a non-tech company with 1,001-5,000 employees
It is very easy to learn and integrate within our database and infrastructure because we are already on Amazon Web Services, and our entire tech stack is on Amazon Web Services.
Product Manager at a tech vendor with 11-50 employees
Technical support team is available, but I haven't needed to contact them.
Full Stack PHP/Python AWS Developer at Binary Port
 

Scalability Issues

Sentiment score
6.9
Fireworks AI offers scalable performance, managing traffic spikes with ease, though minor slower performance is noted under specific conditions.
Sentiment score
6.7
Retool efficiently scales, supporting many users with large datasets, offering customization and security, although complexity may rise with features.
It's clearly built for production workloads.
FullStack Developer at EnactOn Technologies
Fireworks AI is pretty scalable, and you do not have to worry about it with a few customers using it at a single point in time.
Product Manager at a tech vendor with 11-50 employees
Fireworks AI's scalability is good, but it might be slow sometimes, which could be an issue.
full stack developer intern at a tech services company with 1-10 employees
It's scalable and doesn't experience any slowdown when handling increasing data volumes.
Full Stack PHP/Python AWS Developer at Binary Port
Retool is more suited for startups, but it can get messy at scale.
software engineer at a non-tech company with 1,001-5,000 employees
 

Stability Issues

Sentiment score
8.3
Fireworks AI is stable and reliable, with consistent performance even under high load and no significant downtime reported.
Sentiment score
8.4
Retool is highly rated for dependability, with users experiencing minimal issues, praising its stability and reliable performance.
We didn't face any major outages, just occasional slowdowns.
FullStack Developer at EnactOn Technologies
Retool is stable in my experience.
IT consultant for healthcare sector at Freelancer
 

Room For Improvement

Fireworks AI requires better documentation, debugging, cost transparency, integrations, and user-friendly improvements to enhance flexibility and reduce expenses.
Retool's front-end and usability limitations frustrate users, highlighting needs for enhanced customization, integration, and non-technical user support.
Fireworks AI is based on tool calling, so I think it needs to add more other kinds of connections to enable faster data retention and optimization.
Ai스페셜리스트매니저 at a tech vendor with 501-1,000 employees
I think it has zero video generation capabilities, making it really hard for someone wanting to make a visual AI project.
full stack developer intern at a tech services company with 1-10 employees
A product sold as 'pay-as-you-go' should never produce a surprise $40,000 charge with no spending cap, no real-time threshold alert, and no notification.
Principal Software Engineer at a consultancy with 1-10 employees
Retool needs more customization options, as it should not be limited to a few customization features; it should be broader, with more features available for users to utilize.
software engineer at a non-tech company with 1,001-5,000 employees
AI tools, features, and machine learning capabilities should be added as they would be helpful in the future.
Full Stack PHP/Python AWS Developer at Binary Port
There should be better documentation or support for non-technical users, providing a platform to learn and implement Retool effectively.
Construction Data Analyst at a tech services company with 10,001+ employees
 

Setup Cost

Retool's pricing is affordable for small setups but can be expensive for larger deployments compared to industry leaders.
We received a sudden $40,000 charge via AWS Marketplace, which we obviously never used, and we filed a case for it.
Principal Software Engineer at a consultancy with 1-10 employees
The pricing, setup cost, and licensing experience were good as the free plan was enough for us.
IT consultant for healthcare sector at Freelancer
My experience with pricing, setup cost, and licensing for Retool is that it is straightforward but somewhat pricey compared to other industry leaders such as Sentry and others.
Product Manager at a tech vendor with 11-50 employees
 

Valuable Features

Fireworks AI enhances AI deployment with rapid speed, cost efficiency, seamless integration, and extensive customization, boosting performance and development.
Retool streamlines development with a user-friendly interface, enabling rapid MVP creation and enhancing productivity with extensive customization features.
It follows standard OpenAI-compatible endpoints, which meant we could swap out models or integrate new ones without rewriting our entire service layer.
FullStack Developer at EnactOn Technologies
After introducing Fireworks AI's high-speed inference engine, I found that communication speed between agents was about twice as fast as before.
Ai스페셜리스트매니저 at a tech vendor with 501-1,000 employees
Having access to multiple model tiers helps our team balance quality and cost by giving us leverage where we can make options and look at what best suits our company and what we could use, which is beneficial because when you have multiple choices, you can tailor your approach and get what you actually need, so our options are not limited.
Assistant Banking Officer at Zenith-bank
Retool positively impacts our organization by saving costs compared to using other data repositories, and teams prefer Retool for daily tasks that perform customizations to showcase web pages or link their data backend, making it more efficient and cost-effective than other software available in the market.
Construction Data Analyst at a tech services company with 10,001+ employees
Compared to other solutions, the time is 30 to 50% shorter when we are building an internal tool using Retool.
Product Manager at a tech vendor with 11-50 employees
Retool provides built-in features with all processing happening within the platform, which is a significant advantage.
Full Stack PHP/Python AWS Developer at Binary Port
 

Categories and Ranking

Fireworks AI
Ranking in AI Software Development
21st
Average Rating
7.6
Reviews Sentiment
6.8
Number of Reviews
9
Ranking in other categories
AI Development Platforms (8th), AI Finance & Accounting (5th), AI Research (5th)
Retool
Ranking in AI Software Development
22nd
Average Rating
8.0
Reviews Sentiment
6.8
Number of Reviews
12
Ranking in other categories
Rapid Application Development Software (20th)
 

Mindshare comparison

As of August 2026, in the AI Software Development category, the mindshare of Fireworks AI is 0.5%, up from 0.1% compared to the previous year. The mindshare of Retool is 0.5%, up from 0.4% compared to the previous year. It is calculated based on PeerSpot user engagement data.
AI Software Development Mindshare Distribution
ProductMindshare (%)
Fireworks AI0.5%
Retool0.5%
Other99.0%
AI Software Development
 

Featured Reviews

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.
YL
IT consultant for healthcare sector at Freelancer
Has provided a quick way to build mobile apps and could improve usability for non-technical users
The best features Retool offers include the ability to quickly create a mobile app and use this mobile app in a native mobile app for Android. I found the process of creating and deploying those mobile apps for Android with Retool to be smooth as the documentation is very good, and I found answers and examples to create a mobile app. I can access a debug mode in the mobile app which was really convenient to make tests and find what can be improved, where I have a problem, and how to correct it. Retool positively impacted my organization as the proof of concept we built gave us a way to convince power users and key users before developing the real software. It was a way to maintain the launch date of the project, which helped speed up the project timeline and save resources.
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909,725 professionals have used our research since 2012.
 

Top Industries

By visitors reading reviews
University
12%
Computer Software Company
9%
Outsourcing Company
8%
Comms Service Provider
8%
Construction Company
21%
Manufacturing Company
12%
Financial Services Firm
10%
Comms Service Provider
9%
 

Company Size

By reviewers
Large Enterprise
Midsize Enterprise
Small Business
By reviewers
Company SizeCount
Small Business9
Midsize Enterprise4
Large Enterprise2
By reviewers
Company SizeCount
Small Business7
Midsize Enterprise3
Large Enterprise4
 

Questions from the Community

What is your experience regarding pricing and costs for Fireworks AI?
Be extremely cautious. Although it is marketed as 'Pay-As-You-Go,' there are no spending caps, no threshold alerts, and no notifications. We received a sudden $40,000 charge via AWS Marketplace, wh...
What needs improvement with Fireworks AI?
Billing transparency and safeguards are urgently needed. A product sold as 'pay-as-you-go' should never produce a surprise $40,000 charge with no spending cap, no real-time threshold alert, and no ...
What is your experience regarding pricing and costs for Retool?
My experience with pricing, setup cost, and licensing for Retool is that it is straightforward but somewhat pricey compared to other industry leaders such as Sentry and others. I feel it is an eigh...
What needs improvement with Retool?
I do not have specifics on how Retool can be improved because we are using it for internal tool building only. Regarding needed improvements, perhaps Retool can focus on not building customer-facin...
What is your primary use case for Retool?
We started using Retool last September, so it has been more than nine months now. Our main use case for Retool is an internal operations dashboard built in Retool for our AI agents. Whenever we shi...
 

Comparisons

 

Overview

Find out what your peers are saying about Fireworks AI vs. Retool and other solutions. Updated: June 2026.
909,725 professionals have used our research since 2012.