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Ignition Cloud Edition vs Voyage AI 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

Ignition Cloud Edition
Ranking in AWS Marketplace
9th
Average Rating
8.8
Number of Reviews
6
Ranking in other categories
No ranking in other categories
Voyage AI
Ranking in AWS Marketplace
101st
Average Rating
7.6
Number of Reviews
3
Ranking in other categories
No ranking in other categories
 

Mindshare comparison

As of August 2026, in the AWS Marketplace category, the mindshare of Ignition Cloud Edition is 0.2%, down from 0.4% compared to the previous year. The mindshare of Voyage AI is 0.2%, up from 0.1% compared to the previous year. It is calculated based on PeerSpot user engagement data.
AWS Marketplace Mindshare Distribution
ProductMindshare (%)
Ignition Cloud Edition0.2%
Voyage AI0.2%
Other99.6%
AWS Marketplace
 

Featured Reviews

Hassana Abubakar - PeerSpot reviewer
Control Systems (Scada) Engineer at Mainstream Energy Solutions Limited
Cloud monitoring has transformed real-time plant control and automated preventive maintenance
There is always room for improvement, and at the moment, I am on the good side. I do not really have a bad side of it or anything that I would like to see changed; I love what I see and I love what I use. One feature that comes to my mind as missing in Ignition Cloud Edition is the user graphics in the user interface. The graphics in the user interface, such as the slider or the shapes for the equipment, can be improved upon. When I am selecting a tank, I should see a real tank, or when I am selecting a breaker, it should look like a real breaker in the field, or a valve or a sensor or a slider. Every other feature, such as the graphs and charts, are cool.
Chirag Morajkar - PeerSpot reviewer
Lead Ai Tech And Tech Automation Engineer at a individual & family service with 11-50 employees
Automation workflows have transformed resume screening and document chat into accurate, low-cost flows
Improvement can be made in the documentation aspect, which definitely needs to be updated or enhanced. I felt this need while using Voyage AI. I recognize that it is still growing, which is acceptable for a user like me, but enhancing documentation would greatly help developers or technical personnel. One more improvement could be native integration. For example, when using Voyage AI through make.com, which is an automation platform I regularly use, integration is possible only through APIs. This requires more time for setup and handling configurations. If Voyage AI had a native integration with make.com, similar to how OpenAI's ChatGPT operates, it would streamline the onboarding process very effectively. Other improvements needed for Voyage AI include enhanced documentation, native integration, and potentially video tutorials for each model or feature that they add. Short videos could significantly aid developers who might be lost or unfamiliar with updates since staying up to speed can be challenging.

Quotes from Members

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

Pros

"My main use case for Ignition Cloud Edition, even if it's just in my learning phase, was that it is a very interesting cloud platform, it was very much feasible, it can interface to multiple types of controllers and also with RTUs, and I see that its application can be used in other applications which is much more comfortable than other available platforms."
"Ignition platform is a general, powerful platform that is easy to use and cost-effective, where in most cases, you pay one time for your license and then use it forever."
"Ignition gives you the blank paper to dream it, reach it, and draw whatever you need."
"Both the database and Ignition can be set up very easily without any hardware, and reliability and high availability are always there, built in."
"What I love about Ignition Cloud Edition is the advantages and functionalities it has over other SCADA software."
"Ignition Cloud Edition has positively impacted my organization by enabling sharing so that projects can be shared without everyone having to access them through manual file sharing."
"Voyage AI has improved time, manual efforts, and employee satisfaction, and for this type of use case, Voyage AI is the best option available because the time it takes for answering questions reduces, employees no longer need to raise many tickets for simple queries, and it provides an answer in a single question and a single click without waiting for HR to respond."
"I have significantly increased my outputs around 60-70%, making them much more accurate than before, and the context and semantic meaning have increased substantially."
"The best feature Voyage AI offers is its text embedding, whose quality is very good and crucial, and I think Voyage AI has excelled in text understanding and contextual comprehension."
 

Cons

"For someone considering Ignition Cloud Edition, I think it is not bad, but honestly, I see it as overpriced."
"The pricing aspect of Ignition Cloud Edition is actually on the high side."
"My concern is about cybersecurity. Since it's a cloud platform, the chances of countering cybersecurity attacks will be a major concern."
"The way the historian is set up is not conducive to large deployments and it makes querying the data challenging."
"The accuracy of Ignition Cloud Edition is not very great, and reliability also needs improvement."
"Improvement can be made in the documentation aspect, which definitely needs to be updated or enhanced."
"I have not been frustrated with Voyage AI, but some enterprises will not share their data because they keep their data within their own infrastructure."
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Top Industries

By visitors reading reviews
Construction Company
32%
Manufacturing Company
14%
Energy/Utilities Company
8%
Wholesaler/Distributor
7%
Construction Company
52%
University
6%
Outsourcing Company
6%
Comms Service Provider
5%
 

Company Size

By reviewers
Large Enterprise
Midsize Enterprise
Small Business
By reviewers
Company SizeCount
Small Business3
Midsize Enterprise2
Large Enterprise3
No data available
 

Questions from the Community

What needs improvement with Ignition Cloud Edition?
Ignition Cloud Edition itself functions well, but Ignition in general has some things that could be improved, and the cloud edition also has those same issues. The way the historian is set up is no...
What is your primary use case for Ignition Cloud Edition?
I spin up an instance of Ignition Cloud Edition and simulate a bunch of tags and record them in a separate database.
What is your experience regarding pricing and costs for Voyage AI?
My experience with costing information, overall it is good as for as now. We got free tokens around 200 million at start. we paid approximately $0.12 per million tokens depending on the model. It i...
What needs improvement with Voyage AI?
Voyage AI's SDK support is limited to Python and JavaScript, so teams using other languages need custom wrappers to integrate it. Rate limiting also feels outdated, requiring manual static wait per...
What is your primary use case for Voyage AI?
My main use case for Voyage AI is converting text into embeddings so that it can be searched efficiently. I can provide a specific example of how I use Voyage AI for text-to-embedding through Retri...
 

Overview

Find out what your peers are saying about Ignition Cloud Edition vs. Voyage AI and other solutions. Updated: June 2026.
909,948 professionals have used our research since 2012.