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Coder 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:
 

Categories and Ranking

Coder
Ranking in AI Software Development
27th
Average Rating
8.6
Number of Reviews
2
Ranking in other categories
IDE (12th)
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 Coder 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 (%)
Retool0.5%
Coder0.5%
Other99.0%
AI Software Development
 

Featured Reviews

JK
Staff Infrastructure Engineer at a manufacturing company with 201-500 employees
Centralized research workspace has streamlined GPU access and simplified remote collaboration
The best features Coder offers include easy integration into a remote environment that is accessible from everywhere, VS Code integrations, and AI integrations. The AI integrations I mentioned include various ways people access AI, such as using Cursor and Claude with various models. We have fairly extensive licensing as we are a biologics company, so the integration with Anthropic's Life Sciences has been wonderful as well as the integration with cloud workflow. Coder has positively impacted my organization by providing a central place for people to run their research and enabling us as administrators to focus on one aspect of researcher interactions with our clusters, so we do not have to provide much education or options for integrating their workflows into our clusters.
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.

Quotes from Members

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

Pros

"Coder is very stable and incredibly reliable."
"Coder is a strong solution for developers who want a consistent cloud-based and repeatable development environment."
"Retool can be used with many applications as it is language independent; anyone can use it easily and create various visualizations regardless of their programming knowledge—this is the main reason I recommend it."
"We can create the dashboards quickly."
"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."
"The most valuable feature of Retool is the workflow because I can integrate multiple features, such as RESTful API, JavaScript API, or different databases on the same dashboard."
"Retool provides built-in features with all processing happening within the platform, which is a significant advantage."
"With the help of Retool, we saved a lot of time; for instance, we made a similar project before that took two to three weeks to implement the same features, but with Retool, we could check our API right away very quickly, saving around twenty percent of our time and allowing us to visualize how our API works, see the drawbacks, and make changes to our FastAPI backend."
"Retool's most valuable features are its drag-and-drop components and the ability to customize them extensively."
"Retool provides us with the opportunity to save time and be more efficient."
 

Cons

"Coder can be improved by making setup easier for users who are not very experienced with infrastructure or Terraform style."
"Retool should add more resource integration."
"The part where we can add some custom logic or custom plugins could be better."
"The components are changed frequently, which is very irritating."
"One area for improvement in Retool is expanding its library support to include a broader range of third-party JavaScript libraries."
"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."
"AI tools, features, and machine learning capabilities should be added as they would be helpful in the future."
"Retool is more suited for startups, but it can get messy at scale."
"Retool could enhance support, including efforts to establish support centers in Europe, which was lacking previously. However, the community is still in the growth phase, leading to potential delays in receiving responses to queries."
 

Pricing and Cost Advice

Information not available
"The pricing is very expensive. It costs for each user, for automated users, open-end users, et cetera."
"The tool is a little bit expensive."
"I don't know Retool's current pricing, but it cost around $12 per month earlier."
"For new users, evaluate the scale of their administrative needs as Retool provides excellent free services for smaller setups, but larger deployments might require transitioning to a paid plan."
"For me, I'm in India right now, and we have Retool's subscription for one team member for $10 per month."
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Top Industries

By visitors reading reviews
Manufacturing Company
23%
Construction Company
21%
Outsourcing Company
11%
Educational Organization
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
No data available
By reviewers
Company SizeCount
Small Business7
Midsize Enterprise3
Large Enterprise4
 

Questions from the Community

What needs improvement with Coder?
Coder can be improved by making setup easier for users who are not very experienced with infrastructure or Terraform style. The first setup can require technical knowledge. Better guided setup with...
What is your primary use case for Coder?
My main use case for Coder is creating consistent remote development environments. I use it to prepare a workspace with tools like Git, Docker, Python, and Node.js, as well as automation testing. I...
What advice do you have for others considering Coder?
My advice is to invest time in building good workspace templates from the beginning. The real value of Coder comes when your environments are standardized and repeatable. I would also recommend mon...
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 Windsurf, Anthropic, Pega and others in AI Software Development. Updated: August 2026.
909,725 professionals have used our research since 2012.