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Fireworks AI vs UiPath Platform 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
5.4
Fireworks AI boosts efficiency, cuts costs, and enhances task speed, offering improved performance and a strong ROI for businesses.
Sentiment score
7.2
Businesses experienced immediate ROI with UiPath by automating tasks, enhancing efficiency, reducing errors, and reallocating resources.
Fireworks AI's biggest return on investment comes from faster AI application performance.
ML Engineer at a energy/utilities company with 51-200 employees
It has saved about 20% to 30% of costs.
Governance Director at Diyar United Company
We have seen a 100% return on investment.
Software Engineer at university of southern california
UiPath has reduced human error and saved employee time.
Developer at a manufacturing company with 10,001+ employees
 

Customer Service

Sentiment score
5.8
Fireworks AI offers helpful and responsive customer service, with effective support and well-structured documentation facilitating straightforward workflows.
Sentiment score
7.0
UiPath's customer support is praised for responsiveness, though some cite slow replies; online resources aid in independent problem-solving.
Fireworks AI's documentation is well-structured and most deployment workflows are relatively straightforward and easy to understand once familiar with the ecosystem.
ML Engineer at a energy/utilities company with 51-200 employees
Responses were not super fast, but helpful enough.
FullStack Developer at EnactOn Technologies
They were very helpful, addressing the issue in three hours.
Consultor at Visagio
Even though they are external, I can ping them on Slack and I get a response right away, so they really make it very accessible to be in touch.
Senior Finance Manager at a retailer with 5,001-10,000 employees
He works through whatever unique internal environment scenarios we have to overcome to make sure that it's doing exactly what we need, even though we're constantly having new security measures to implement on top of it.
Senior Manager, Tools & Automation at a tech vendor with 10,001+ employees
 

Scalability Issues

Sentiment score
7.5
Fireworks AI offers scalable solutions, maintaining low-latency and flexibility, ideal for seamlessly transitioning from testing to production workloads.
Sentiment score
7.5
UiPath Platform is scalable, efficiently supporting growth with easy bot additions, despite challenges in licensing and infrastructure costs.
This has become very valuable because we have production applications with unpredictable traffic spikes, making Fireworks AI the backbone of our valuable production AI applications.
ML Engineer at a energy/utilities company with 51-200 employees
It's clearly built for production workloads.
FullStack Developer at EnactOn Technologies
The solution is capable of scaling with just a few clicks.
Hyper Automation Practice Head | RPA Manager at a tech services company with 11-50 employees
The scalability of the UiPath Platform rates a ten out of ten.
Application Architect / Project Manager at KNDS France
From a technical standpoint, it's essential to make the right technical decisions and design a scalable solution.
Solutions Architect at a tech services company with 11-50 employees
 

Stability Issues

Sentiment score
8.1
Fireworks AI is highly stable and reliable, consistently handling high-throughput AI workloads with minimal slowdowns or downtime.
Sentiment score
7.3
UiPath Platform is stable and reliable, though some users experience minor integration issues and request better documentation.
Fireworks AI performs particularly well under high-throughput AI workloads where low latency is very important for us.
ML Engineer at a energy/utilities company with 51-200 employees
We didn't face any major outages, just occasional slowdowns.
FullStack Developer at EnactOn Technologies
Overall, there was only one instance of downtime in four years, which did not create any significant impact.
Senior Business Analyst at a healthcare company with 1,001-5,000 employees
I have not experienced any downtime, crashes, or performance issues.
Senior Manager, Information Technology at Autodesk, Inc.
Over six years, we have created zero support cases with UiPath.
Director, Applications at a retailer with 10,001+ employees
 

Room For Improvement

Fireworks AI requires better documentation, integration, and pricing details to enhance usability, debugging, and onboarding efficiency for teams.
UiPath Platform needs better bug management, smoother updates, improved documentation, AI integration, security features, and clearer licensing.
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
Needed improvements for Fireworks AI would be better examples in documentation, especially for real-world use cases.
FullStack Developer at EnactOn Technologies
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.
ML Engineer at a energy/utilities company with 51-200 employees
Adding more AI could help in small tasks that require intelligence or machine learning, leading to the next stage of automation.
Governance Director at Diyar United Company
If the UI changes or a label is changed, sometimes the whole flow breaks.
Student at a university with 1,001-5,000 employees
Regarding additional functionality for UiPath, I believe that additional features will only come into play when you start talking to the customers, accept feedback, and work on it.
Team lead at a manufacturing company with 10,001+ employees
 

Setup Cost

UiPath's pricing is considered high but valued for its capabilities and scalability, despite complex licensing deterring smaller enterprises.
While the pricing may feel expensive for smaller teams, the operational burden reduction and performance improvements that Fireworks AI provides make the investment justifiable.
ML Engineer at a energy/utilities company with 51-200 employees
Most of the UiPath products are priced higher than competitors.
Developer at a manufacturing company with 10,001+ employees
The cost can be a barrier in Hungary, making it difficult for me to persuade others to invest, especially when unattended robots come at a significant price point.
RPA Developer at a consultancy with 11-50 employees
When compared to competition, such as Microsoft's Power Automate platform or IBM Cloud Pak, UiPath is expensive.
Solutions Head of Software at Raya Integration
 

Valuable Features

Fireworks AI offers fast, scalable performance with efficient deployment, reduced latency, customization options, and enhanced GPU optimization for AI applications.
UiPath Platform offers user-friendly automation with AI integration, enhancing versatility and efficiency for both technical and non-technical users.
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
Fireworks AI's best aspect has been the inference performance and scalability, as Fireworks AI provides extremely fast response times for LLMs, which has improved the user experience for our AI applications.
ML Engineer at a energy/utilities company with 51-200 employees
The tool has a noticeable ROI, and the investment is worth every penny as it reduces tedious tasks and improves scalability.
Governance Director at Diyar United Company
Our use of automation sped up the process of getting paid from insurance companies, saving us substantial amounts of money.
Software Engineer at university of southern california
Whenever they release a product, they also release a course in UiPath Academy. So, you can get familiarized with the product and understand the new capabilities.
Developer at a manufacturing company with 10,001+ employees
 

Categories and Ranking

Fireworks AI
Ranking in AI Finance & Accounting
6th
Average Rating
8.2
Reviews Sentiment
6.7
Number of Reviews
5
Ranking in other categories
AI Development Platforms (12th), AI Software Development (23rd), AI Research (7th)
UiPath Platform
Ranking in AI Finance & Accounting
2nd
Average Rating
8.8
Reviews Sentiment
7.0
Number of Reviews
918
Ranking in other categories
Robotic Process Automation (RPA) (1st), Agentic Automation (2nd), AI Agent Builders (1st), Business Orchestration and Automation Technologies (1st)
 

Mindshare comparison

As of May 2026, in the AI Finance & Accounting category, the mindshare of Fireworks AI is 1.5%. The mindshare of UiPath Platform is 10.7%, down from 49.9% compared to the previous year. It is calculated based on PeerSpot user engagement data.
AI Finance & Accounting Mindshare Distribution
ProductMindshare (%)
UiPath Platform10.7%
Fireworks AI1.5%
Other87.8%
AI Finance & Accounting
 

Featured Reviews

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.
reviewer2761431 - PeerSpot reviewer
Manager Rpa at a retailer with 10,001+ employees
Significantly reduces manual effort and improves team workflows through automated ticketing
We've used Agent Builder, IXP, and Maestro for orchestration. We have created context-grounded searches or chatbots using context grounding, and we also use context grounding within an Agentic flow where a bot or agent reads ServiceNow tickets to determine whether it has been assigned to the right work group. If it has not been assigned correctly due to human error, it automatically reassigns it to the right group. I would assess Agentic AI's ability to extract data points as effective. We created an agent for the purpose of extracting data, though not in a document. We created what we call an email conversation agent that engages with a customer, vendor, or someone in an email conversation with a set goal of extracting specific data points for an action to be performed subsequently. The one automation we have deployed in production involves the agent interacting with team members to collect data points and create a ServiceNow ticket. We appreciate almost all features of UiPath Platform, with one of the most successful ones being the use of Coms Mining. Most of the new features related to AI have all been good, and we use Agentic. We have already created a few agents and have started to use Maestro for a few flows, though we are not yet there to orchestrate an end-to-end workflow. We have good ROI from the automations we have developed with UiPath Platform, which far exceeds the investment in the platform. It has saved us tens of thousands of hours in manual effort, making the team members happy to pursue other things of value.
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Top Industries

By visitors reading reviews
University
13%
Computer Software Company
10%
Construction Company
8%
Comms Service Provider
8%
Financial Services Firm
10%
Manufacturing Company
9%
Computer Software Company
8%
Construction Company
6%
 

Company Size

By reviewers
Large Enterprise
Midsize Enterprise
Small Business
By reviewers
Company SizeCount
Small Business7
Midsize Enterprise3
Large Enterprise1
By reviewers
Company SizeCount
Small Business250
Midsize Enterprise145
Large Enterprise673
 

Questions from the Community

What is your experience regarding pricing and costs for Fireworks AI?
I cannot comment on pricing or setup cost since others handle that aspect. As a developer, I primarily use the API.
What needs improvement with Fireworks AI?
When exploring the flexibility or ease of use of Fireworks AI, I find that it is too early to say, but I can say that it is easy to understand and integrates easily by following the given steps. Ba...
What is your primary use case for Fireworks AI?
My main use case for Fireworks AI is to build a chatbot and recommendation engine to recommend products to users of my application. Since I work in a QSR-based domain, I want to give recommendation...
Best RPA tools for IBM iSeries
I can only speak to UiPath since that is the only RPA solution that I have used. I know that there are specific packages that you can integrate into your project that is specifically made to work w...
RPA that Bots can run without centralized control?
Yes, Attended Bots which can run without centralized control Module. RPA Tools like Automation Anywhere, uiPath ,Power Automation they do support this.
How do I choose between UiPath and Microsoft Power Automate?
Microsoft‌ ‌Power‌ ‌Automate‌ ‌is‌ ‌intuitive‌ ‌and‌ ‌easy‌ ‌to‌ ‌integrate‌ ‌and‌ ‌use.‌ ‌I‌ ‌like‌ ‌that‌ ‌there‌ ‌is‌ ‌no‌ ‌coding‌ ‌experience‌ ‌necessary,‌ ‌and‌ ‌appreciate‌ ‌the‌ ‌automated‌...
 

Also Known As

No data available
UiPath Maestro, UiPath Apps, UiPath Agent Builder
 

Overview

 

Sample Customers

Information Not Available
1. Accenture 2. Deloitte 3. PwC 4. IBM 5. Capgemini 6. KPMG 7. Ernst & Young 8. Infosys 9. Cognizant 10. Wipro 11. Tata Consultancy Services 12. HCL Technologies 13. Genpact 14. Tech Mahindra 15. DXC Technology 16. Atos 17. NTT Data 18. CGI 19. L&T Infotech 20. Hexaware Technologies 21. Mindtree 22. Mphasis 23. Virtusa 24. Syntel 25. Zensar Technologies 26. WNS Global Services 27. Hexaware Technologies 28. Larsen & Toubro Infotech 29. Persistent Systems 30. QuEST Global 31. Sonata Software 32. Zensar Technologies
Find out what your peers are saying about Fireworks AI vs. UiPath Platform and other solutions. Updated: April 2026.
894,738 professionals have used our research since 2012.