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Fireworks AI vs Make comparison

 

Comparison Buyer's Guide

Executive SummaryUpdated on Mar 15, 2026

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
6.0
Automation enhances efficiency, cuts labor costs by 50%, boosts ROI, and saves time on reporting, content, and CRM tasks.
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
I have indeed seen a return on investment as it has saved us hundreds of hours in repetitive tasks, streamlining our follow-up to the leads that we are generating.
Network Engineer at AT&T
I implemented a booking system for my client that previously required data to be entered directly into Google Sheets and reminders to be sent manually; using Make, they have saved about 50% of their time, which equals one labor resource, translating to a significant amount of money saved.
Founder at WebEase
With that extra time each month, I could focus more on sales and upscaling my business, so it is really worth it.
 

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
Make's responsive customer support and abundant self-help resources efficiently resolve user issues, fostering an active, supportive community.
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
We have escalated a few issues that we faced during some integrations, and we received reasonable responses from Make support.
Chief Executive Officer at Ashtex Solutions
They were doing the best job for my use cases and my problems.
Bubble.Io | Xano | No Code | Mba | Make | Zapier | Full Stack at Indian Railways
When I had a problem during the pricing payment, the customer support handled it very well.
Freelancer at a consultancy with 11-50 employees
 

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
5.5
Make is scalable and effective for complex workflows, but pricing and workflow setup can challenge some users.
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
When you have an error, it is very hard to do error handling and debugging.
Automation Engineer at a tech services company with 501-1,000 employees
It can handle increasing workloads or more complex automations easily, but I need to set up each and every component carefully.
Developer at a educational organization with 51-200 employees
Make's scalability is very good, and if the pricing were lower, I could scale a lot more.
Founder at WebEase
 

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
7.3
Make is mostly stable and reliable for users, with occasional minor bugs and issues that don't hinder overall performance.
We didn't face any major outages, just occasional slowdowns.
FullStack Developer at EnactOn Technologies
 

Room For Improvement

Fireworks AI requires better documentation, debugging, cost transparency, integrations, and user-friendly improvements to enhance flexibility and reduce expenses.
Users seek enhanced developer-friendliness, integrations, documentation, pricing, ease of use, security, stability, support tools, and customization.
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
There should be clarity about whether the data is secure while passing through these automations or integrations created within Make.
Chief Executive Officer at Ashtex Solutions
I would love to have more detailed logs, step-by-step error tracing, and better visualization of failed executions, as I think it would improve the user experience significantly.
software engineer at a non-tech company with 1,001-5,000 employees
The lagging problem needs to be solved.
Gtm Operator, Lead Generator at 404Minds Technologies
 

Setup Cost

Make's pricing is affordable and flexible, with options like Docker solutions, making it cost-effective compared to competitors.
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
Licensing was affordable.
Network Engineer at AT&T
I found a solution that allows me to use Make almost for free, just using the Docker on-premises.
Automation Engineer at a tech services company with 501-1,000 employees
It's cost-effective and it's pocket-friendly.
Bubble.Io | Xano | No Code | Mba | Make | Zapier | Full Stack at Indian Railways
 

Valuable Features

Fireworks AI enhances AI deployment with rapid speed, cost efficiency, seamless integration, and extensive customization, boosting performance and development.
Make's intuitive interface and integrations boost efficiency and productivity, saving time and reducing manual tasks with seamless automation.
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
Make has positively impacted my organization by enabling us to solve use cases for hundreds of clients across hundreds of different platforms, providing the customization capabilities to automate accounting and invoicing processes that save dozens of man-hours a month, and allowing us to build custom churn, retention, and engagement costs that have driven a 30% reduction in churn.
Network Engineer at AT&T
Instead of spending several days implementing and testing API integrations inside our FastAPI back end, I was able to build the workflows in a few hours using Make.
software engineer at a non-tech company with 1,001-5,000 employees
The task that I would complete in a span of one day is completed in a matter of minutes by using Make.
Executive at Core Jobs
 

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)
Make
Ranking in AI Software Development
4th
Average Rating
8.0
Reviews Sentiment
5.5
Number of Reviews
18
Ranking in other categories
Process Automation (6th)
 

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 Make is 0.5%, up from 0.2% compared to the previous year. It is calculated based on PeerSpot user engagement data.
AI Software Development Mindshare Distribution
ProductMindshare (%)
Make0.5%
Fireworks AI0.5%
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.
Dinesh Lavu - PeerSpot reviewer
Bubble.Io | Xano | No Code | Mba | Make | Zapier | Full Stack at Indian Railways
Automation workflows have saved time and have reduced manual work for my client projects
Most of what I learned about Make is mainly from the templates only. Anything that I tried to do, I try to see who has done it already and try to understand and rebuild it. When I'm trying to build some workflows, there's a chatbot component. When I ask for something, it helps me in that. Or if I get a bug that I'm finding difficult to debug or understand the use case or the log, it clearly explains it to me and sometimes it advises me to do certain things, so that it's easy for me to fix it. One area for improvement is an auto-building feature. Another is how n8n has a chatbot completion where you can bring some LLMs into the workflow and integrating Ollama and all of that is something I felt is really needed for Make also.
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Top Industries

By visitors reading reviews
University
12%
Computer Software Company
9%
Outsourcing Company
8%
Comms Service Provider
8%
Outsourcing Company
15%
Educational Organization
13%
Manufacturing Company
10%
Construction Company
10%
 

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 Business14
Midsize Enterprise1
Large Enterprise6
 

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 Make?
Regarding my experience with pricing, setup costs, and licensing for Make, I would add that they need to provide a dark mode because the UI is in light mode. I remember that when I was working late...
What needs improvement with Make?
I think there are improvements needed for Make. They could add a guide roadmap for beginners to make it more accessible. While Make is easy to use, there is always room for improvement. There are m...
What is your primary use case for Make?
My main use case for Make involves automating social media content creation and personalized content creation for my social profile like Instagram.
 

Comparisons

 

Also Known As

No data available
Integromat
 

Overview

 

Sample Customers

Information Not Available
Buan Consulting, Armadia
Find out what your peers are saying about Fireworks AI vs. Make and other solutions. Updated: June 2026.
909,725 professionals have used our research since 2012.