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Gemini Enterprise Agent Platform vs n8n comparison

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Comparison Buyer's Guide

Executive SummaryUpdated on Apr 23, 2026

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
Average Rating
8.4
Reviews Sentiment
6.9
Number of Reviews
663
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 Finance & Accounting (1st), AI Procurement & Supply Chain (1st)
Gemini Enterprise Agent Pla...
Average Rating
8.2
Reviews Sentiment
6.3
Number of Reviews
15
Ranking in other categories
AI Development Platforms (1st), AI Agent Builders (5th)
n8n
Average Rating
8.2
Reviews Sentiment
5.5
Number of Reviews
18
Ranking in other categories
Workload Automation (6th), Integration Platform as a Service (iPaaS) (8th), AI Agent Builders (2nd), Business Orchestration and Automation Technologies (3rd), AI Scheduling & Coordination (1st)
 

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.
Pethuru Chelliah - PeerSpot reviewer
Chief Architect at a energy/utilities company with 10,001+ employees
Developed and deployed AI agents through a unified platform that supports integration with enterprise systems
We used AutoML feature for developing AI models automatically, but we are not comfortable with the performance of those models. We have to do some fine-tuning, hyperparameter optimization, and other optimizations to enhance the performance of the AI models. We are not fully leveraging the automation being provided by Google Vertex AI for building AI models. Google Vertex AI has to be enhanced to support agentic AI system development. AI agents have to be developed through Google Vertex AI. Additionally, RAG support, vector database support, knowledge graph support, integration with enterprise systems such as ERP, CRM, PLM, MES, and other enterprise systems need improvement. Automated workflow generation and automation could also be enhanced. At this point, we are completely satisfied with the features and functionalities of Google Vertex AI platform, but as we move towards autonomous systems through agentic AI paradigm, Google Vertex AI platform needs to be improved to facilitate agentic AI system design, development, deployment, monitoring, observability, governance, and security.
NR
ERP recommendation specialist at a non-tech company with 1-10 employees
Automation has transformed complex workflows and has empowered non‑technical teams to build flows
Regarding improvements for n8n, I would highlight two areas. First, while there is a growing community, the ecosystem of pre-built nodes for niche or proprietary systems still lags behind some commercial competitors. I often have to build custom HTTP request nodes or create my own node packages, which is doable but adds to project timelines. Second, features for team collaboration and lifecycle management are still evolving. Moving workflows from development to staging to production can be a manual export-import process, and native Git integration and more robust user roles for larger client teams would be a game-changer. Regarding needed improvements, I believe much of the existing documentation is not peer-reviewed. There is definitely a big community, but if the documentation or tutorials were approved or at least had a badge from n8n, customers would feel that this meets the standards of n8n editors themselves, which would give more confidence in the flows.

Quotes from Members

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

Pros

"Business analytics provides real-time data that's something other competing companies lack. It uses statistics and graphs to show the performance of the bots which processes are lagging behind and if you need to give priority to certain tasks."
"AA is a global market leader and the best RPA software to go with, in all aspects."
"The ease of use is one of great assets for Automation Anywhere."
"Automation Anywhere has transformed the financial, healthcare, and automobile sectors to a great extent by automating backend office work."
"We work on SAP as well as many other internal platforms, and this solution can very easily be moved between them."
"We have already seen ROI, and we are already clocking in around 7000 hours of savings per month in terms of productivity."
"The best features are the ease of use, the short learning curve, and the good support from our local partner."
"As a solution for process automation, it's been very easy for us to use, and I don't think that we could have done it with any other solution."
"Google Vertex AI is an out-of-the-box and very easy-to-use solution."
"It provides the most valuable external analytics."
"Vertex comes with inbuilt integration with GCP for data storage."
"The support is perfect and fantastic."
"The most useful function of Google Vertex AI for me is the ease of integration, as we can easily create a prompt and integrate it into our current system."
"The monitoring feature is a true life-saver for data scientists. I give it a ten out of ten."
"The most valuable features of the solution are that it is quite flexible, and some of the services are almost low-code, with no-code services, so it gives agents flexibility to build the use cases according to the operational needs."
"The most valuable feature we've found is the model garden, which allows us to deploy and use various models through the provided endpoints easily."
"We see roughly a 70% reduction in manual processing time on the document pipeline side, which means our clients can focus on higher-value audit and compliance work rather than data entry."
"Our customers do see a return on investment with this solution; it absolutely offers value for money."
"n8n is very useful because it has saved a lot of people a lot of code and has brought us to a point of little or no-code development that has helped create a way that we are not fully dependent on those writing the code and trying to glue integrations together."
"One positive impact that n8n has had on my customers' organizations is significantly less hassle over SEO or reaching out to clients and scheduling meetings."
"The low-code interface and the quick code writing within n8n that we can do and utilize is very helpful; it brings in efficiency, better time to market, and actually helps us."
"n8n is pretty flexible when it comes to pricing, setup cost, and licensing when compared to other platforms such as Make and Zapier."
"n8n is a really good automation platform where I can use it to automate my businesses and processes and also save money and time."
"The solution is absolutely efficient in terms of usage and is user-friendly."
 

Cons

"Currently, while working on the SAP part, I encounter some challenges, particularly not being able to extract the tree structure."
"The areas in which the product and service must be improved are in the government sector and ministries such as the Ministry of Education and Health."
"We would like to have more ease of use for the operations team."
"In terms of speed in Automation Anywhere, I feel it is taking a slightly longer time."
"The local support in Brazil could improve. While it has gotten better in the last few months, we've struggled as a global company trying to contact them sometimes."
"The overall product in Automation Anywhere is good, but they need to improve a little bit on the overall architecture side."
"For assisted automation, the AA bot needs the facility to be triggered through an application interface after collecting input from the user."
"Technical support needs to be much faster."
"It would be beneficial to have certain features included in the future, such as image generators and text-to-speech solutions."
"The solution is stable, but it is quite slow. Maybe my data is too large, but I think that Google could improve Vertex AI's training time."
"Google can improve Google Vertex AI in terms of analysis and accuracy. When passing a very large context, instead of receiving vague responses, it would be better if the system could prompt users not to pass overly large prompts and provide clearer guidance on how to fine-tune Gemini for specific use cases."
"The tool's documentation is not good. It is hard."
"Both major systems, Azure and Google, are not yet stabilized, especially their customer support."
"It is not completely mature and needs some features and functions. The interface needs to be more user-friendly."
"I'm not sure if I have suggestions for improvement."
"Google Vertex AI is quite complex to navigate and to start services with, as I need to do a lot of iterations to finally activate the services, which is one major flaw, although it is powerful."
"I think it is better if there is an improvement within the system, as sometimes responses are not being picked up fast enough and sometimes the system indicates whether I am there or not, even after I have given a response."
"Overall, n8n is a powerful tool, but there are a few areas where it could be improved."
"I have set up n8n on our local server, which is on a Contabo-based server, and sometimes it was losing connection."
"They haven't fully helped tailor solutions for our needs."
"The debug experience could be stronger; when a workflow fails partway through a complex multi-step process, it is sometimes hard to pinpoint exactly where and why, requiring manual stepping through each node."
"In my experience, n8n is not very stable, but it has the potential to be more stable."
"I don't think it is highly scalable, but it is scalable at a moderate level for companies which have 200 to 500 clients daily; the daily throughput is of 200 to 500 clients."
"There are limitations in scalability."
 

Pricing and Cost Advice

"They have a ridiculously expensive bot licensing structure, especially for the Asian region."
"Talk to your manager and try to procure an automation license for training. This will allow you to train people, so you can move to automation."
"Automation Anywhere has an advantage in terms of licensing. It is more cost-efficient compared to all other RPA platforms. It is a recommended solution when clients need a cost-efficient automation tool to perform unattended automation."
"Automation Anywhere is expensive."
"I believe it is $10,000 for Bot Creator."
"Licensing costs range from $50,000 to $200,000."
"Time and monetary savings can range from 20 to 90 percent."
"The enterprise version is expensive for small businesses and individual users."
"The solution's pricing is moderate."
"I think almost every tool offers a decent discount. In terms of credits or other stuff, every cloud provider provides a good number of incentives to onboard new clients."
"The price structure is very clear"
"The Versa AI offers attractive pricing. With this pricing structure, I can leverage various opportunities to bring value to my business. It's a positive aspect worth considering."
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Top Industries

By visitors reading reviews
Financial Services Firm
15%
Manufacturing Company
11%
Outsourcing Company
10%
Construction Company
10%
Financial Services Firm
9%
Manufacturing Company
9%
Outsourcing Company
8%
Computer Software Company
7%
Comms Service Provider
11%
Manufacturing Company
10%
Financial Services Firm
10%
Outsourcing Company
9%
 

Company Size

By reviewers
Large Enterprise
Midsize Enterprise
Small Business
By reviewers
Company SizeCount
Small Business159
Midsize Enterprise81
Large Enterprise554
By reviewers
Company SizeCount
Small Business5
Midsize Enterprise4
Large Enterprise7
By reviewers
Company SizeCount
Small Business17
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 is your experience regarding pricing and costs for Google Vertex AI?
I purchased Google Vertex AI directly from Google, as we are a partner of Google. I would rate the pricing for Google...
What needs improvement with Google Vertex AI?
Google Vertex AI is quite complex to navigate and to start services with, as I need to do a lot of iterations to fina...
What is your primary use case for Google Vertex AI?
Google Vertex AI has been utilized for Vertex Pipelines. I have not utilized the pre-trained APIs in Google Vertex AI...
What is your experience regarding pricing and costs for n8n?
Since we self-hosted, we avoided n8n's SaaS pricing entirely. Our costs are primarily on the Hostinger VPS subscripti...
What needs improvement with n8n?
n8n could improve the onboarding and debugging experience for users who are not deeply technical. The platform is pow...
What is your primary use case for n8n?
My main use case for n8n is in the area of HubSpot marketing CRM AI agent project. I built and implemented CRM market...
 

Also Known As

Automation Anywhere, Testing Anywhere, Automation Anywhere Enterprise, Agentic Process Automation System (Now Certified for WorkSpaces)
Vertex, Google Vertex AI
n8n.io n8n
 

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 Gemini Enterprise Agent Platform vs. n8n and other solutions. Updated: June 2026.
907,372 professionals have used our research since 2012.