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Deepset AI Platform vs Fireworks AI comparison

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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

Automation Anywhere
Sponsored
Ranking in AI Finance & Accounting
2nd
Average Rating
8.4
Reviews Sentiment
6.8
Number of Reviews
666
Ranking in other categories
Business Process Management (BPM) (2nd), Robotic Process Automation (RPA) (2nd), Process Mining (1st), Intelligent Document Processing (IDP) (1st), Agentic Automation (1st), Business Orchestration and Automation Technologies (2nd), AI Legal & Compliance (1st), AI Procurement & Supply Chain (1st)
Deepset AI Platform
Ranking in AI Finance & Accounting
9th
Average Rating
8.0
Number of Reviews
2
Ranking in other categories
AI Customer Experience Personalization (29th)
Fireworks AI
Ranking in AI Finance & Accounting
5th
Average Rating
7.6
Reviews Sentiment
6.8
Number of Reviews
9
Ranking in other categories
AI Development Platforms (7th), AI Software Development (20th), AI Research (6th)
 

Mindshare comparison

As of October 2026, in the AI Finance & Accounting category, the mindshare of Automation Anywhere is 6.1%, down from 49.8% compared to the previous year. The mindshare of Deepset AI Platform is 1.2%. The mindshare of Fireworks AI is 1.8%. It is calculated based on PeerSpot user engagement data.
AI Finance & Accounting Mindshare Distribution
ProductMindshare (%)
Automation Anywhere6.1%
Fireworks AI1.8%
Deepset AI Platform1.2%
Other90.9%
AI Finance & Accounting
 

Featured Reviews

Venkat Sivaprakash - PeerSpot reviewer
Management Consultant at Accenture
Has significantly improved document-driven workflows and reduced processing time across finance and HR functions
Automation Anywhere has evolved significantly and upgraded itself to provide agentic AI and AI-based automation solutions for document automation. The product has matured considerably over time. We can create workflows that can call an API. We can include prompts in particular workflows for ChatGPT-related functions, connecting to an LLM and RAG to perform tasks. For document automation, modern features are available to train documents, ensuring high accuracy and repeatability over time. The system is very easy to use. I recently completed a course in document automation, typically designed for people involved in coding and technical aspects. Though I understand coding comprehensively, I don't do actual coding. The course was very accessible. Currently, extensive coding isn't necessary due to the hybrid model incorporating GenAI aspects, low-code, no-code capabilities, APIs, and numerous pre-built objects in Automation Anywhere. The features include GenAI-driven prompting methods and workflow creation capabilities. In these workflows, we can create decision boxes and call APIs without coding. We simply pull objects, drop them, connect them, and add minimal coding when needed. The most crucial aspect isn't coding but rather sizing the automation and fleshing out the details. Automation Co-pilot takes notes and performs automated analysis. It can extract details from videos, summarize conversations, and provide detailed information. During calls, it identifies instructions and performs tasks such as preparing reports and reconciliation. Automation Anywhere can also connect with Microsoft Co-pilot. Through Co-pilot, real-time operations can be executed, allowing direct interaction between vendors and automation through this component.
CH
Gen Ai Engineer at extend 7.ai
Pipeline framework has transformed how I evaluate RAG models and optimize vector search
The best feature Deepset AI Platform offers is the pipeline feature that is very easy for me to compose the large language model as well as the vector database search and retrieval, allowing me to build the application and the evaluation script within a very short period of time. The pipeline feature and the ease of composing with large language models and vector search save me a lot of time by not writing the code from scratch. I just build the pipeline because Deepset AI Platform provides the out-of-the-box integration with the tools and stack that I am using, including the OpenAI model as well as the Pinecone API. I do not need to implement the details; I just use the existing tools in Haystack, pulling it together for the pipeline. This allows me to avoid too much detailed coding and saves me a lot of work, enabling me to focus on the evaluation. Deepset AI Platform positively impacts our organization because we previously did not use any framework for Gen AI applications, and the introduction of this stack provides a framework for our team. It lets our team think about it and shows that it is worth introducing a framework in the future.
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.

Quotes from Members

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

Pros

"Automation Anywhere has benefited our company as we've been able to process thousands of transactions daily through various automations that distribute work, classify work, and handle claims, doing preliminary work for the finance team."
"Object Cloning is the most valuable feature I have found for automating a website or a process that includes multiple mouse clicks."
"The product has everything that I want; I don't have to look for another tool to integrate with it."
"The way templates can be configured is quite simple - it's a matter of drag and drop."
"One thing that I want to highlight AA for is their security standards."
"Automation Anywhere is a good platform with extensive capabilities that has innovated and kept their platform more centered and relevant in the market by introducing AI and agentic capabilities."
"With its user-friendly user interface, our developers are able to quickly pick it up."
"This solution is valuable because it can automate tasks which would otherwise be left for us to process manually."
"Specific outcomes since using Deepset AI Platform include ROI from fewer unsupported AI answers, faster context retrieval, and better manager trust in our quality answers."
"The best feature Deepset AI Platform offers is the pipeline feature that is very easy for me to compose the large language model as well as the vector database search and retrieval, allowing me to build the application and the evaluation script within a very short period of time."
"Since using Fireworks AI, being part of their startup program has resulted in significant cost savings and has helped accelerate our development timeline."
"Fireworks AI has impacted us positively as it helps in offering us access to the open-source models by advancing fine-tuning options, a massive library where we can get information from the database that we can use in line with our company policy."
"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 positively impacted my organization by helping my productivity go up."
"Fireworks AI has helped our organization by enabling us to create a platform for artists to sell their art styles."
"The inference itself works fine, with reasonable model breadth and speed, and my problem is entirely with billing, not the underlying technology."
"Fireworks AI has positively impacted our organization by making our AI features feel more production-ready instead of experimental."
"Fireworks AI has a solid API and is quite easy to interact with."
 

Cons

"I hope that Automation Anywhere can further optimize its bots to help automate tasks with Microsoft Word documents and Microsoft PowerPoint documents because, in most organizations, there is a lot of reporting required."
"We did face some issues last year when there was an upgrade in Automation Anywhere control room, and at that time our web application automations were failing."
"I want Automation Anywhere to work on IQ Bot further to help evolve the tool more and create a certain set of solutions using IQ Bot. They can maybe use better machine learning algorithms to come up with better accuracy for OCR extractions. This is an area that I want them to work on."
"Automation Anywhere is unable to connect to the database directly. What we are doing now is directly writing the PL/SQL scripts and trying to push the data from the database into Automation Anywhere. This feature is available in UiPath, but not in Automation Anywhere."
"As far as the stability is concerned, some unknown errors do occur. While I am sure the Automation Anywhere is working to improve this, there is room for improvement."
"In the A2019 community edition, while running its taking time to run RPA bots and having few bugs related to IQ Bot server connectivity and other things."
"Pricing is too high for small-scale groups. The Control Room yearly fee is high, making it difficult to break even."
"IQ Bot is bad and needs a lot of tweaking."
"Deepset AI Platform's accuracy and reliability of output are very good when the pipeline is simple and the data is already clean. However, when the data is not clean and the pipeline is complex, the quality and reliability of Deepset AI Platform decrease."
"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."
"Receiving a $40,000 bill out of nowhere, for usage I never knowingly incurred and which my own dashboard does not reflect, has been an extremely stressful experience."
"When using the API, it does not return information about the charges for image generation, which would be useful for our solution."
"The customer support for Fireworks AI is average."
"The only challenge is that Fireworks AI is not a ready-made business application; you have to customize it to suit your organization's taste, and it lacks a user-friendly dashboard, making it very difficult to grasp."
"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."
"Fireworks AI can be improved by addressing that costs can rise at scale."
 

Pricing and Cost Advice

"I am not responsible for the pricing part, but I know the pricing is competitive compared to other tools."
"We have a few licenses. They cost roughly $10,000 each."
"The cost of this solution is a little bit high, but it is worth the price."
"The initial setup and licensing fees are high, and although it saves costs in the long run, reaching the break-even point can take at least six months."
"We are interested in saving manual engineer man-hours. So far, we have saved $100,000."
"Automation Anywhere falls within a mid-range price point when compared to other RPA tools on the market."
"It is not too expensive, but there are many tools available in the market that can provide the same functionality at a cheaper price."
"More than 40 to 50 percent of the IT budget will be for the cost of automation projects in the coming years since these projects enhance operations add value."
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Top Industries

By visitors reading reviews
Outsourcing Company
15%
Financial Services Firm
12%
Manufacturing Company
11%
Comms Service Provider
11%
Construction Company
37%
Comms Service Provider
17%
Outsourcing Company
10%
Manufacturing Company
6%
University
11%
Outsourcing Company
10%
Comms Service Provider
8%
Construction Company
8%
 

Company Size

By reviewers
Large Enterprise
Midsize Enterprise
Small Business
By reviewers
Company SizeCount
Small Business161
Midsize Enterprise85
Large Enterprise561
No data available
By reviewers
Company SizeCount
Small Business10
Midsize Enterprise3
Large Enterprise2
 

Questions from the Community

How good is Automation Anywhere for RPA processes?
It depends on your use case. Is it simply to automate a couple of processes? Is it to augment a human team? AA is ver...
How good is Automation Anywhere for RPA processes?
From my experience using AA tool, it depends on the applications that you want to automate, because there some applic...
How good is Automation Anywhere for RPA processes?
It is a highly preferred RPA tool. You can check my Automation Anywhere Review to know more.
What needs improvement with Deepset AI Platform?
Deepset AI Platform can be improved by simplifying pipeline management and providing easier debugging for complex Ret...
What is your primary use case for Deepset AI Platform?
My main use case for Deepset AI Platform is utilizing it as an AI orchestration layer for RAG, search, and agentic wo...
What advice do you have for others considering Deepset AI Platform?
My advice for others looking into using Deepset AI Platform is to know your use cases. There are many options in the ...
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, a...
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 sur...
 

Also Known As

Automation Anywhere, Testing Anywhere, Automation Anywhere Enterprise, Agentic Process Automation System (Now Certified for WorkSpaces)
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No data available
 

Interactive Demo

Demo not available
Demo not available
 

Overview

 

Sample Customers

Google, Linkedin, Cisco, Juniper Networks, DellEMC, Comcast, Mastercard, Quest Diagnostics
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Find out what your peers are saying about Deepset AI Platform vs. Fireworks AI and other solutions. Updated: September 2026.
915,341 professionals have used our research since 2012.