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CloudLabs 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

CloudLabs
Ranking in AWS Marketplace
71st
Average Rating
8.6
Number of Reviews
3
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 CloudLabs 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 (%)
CloudLabs0.2%
Voyage AI0.2%
Other99.6%
AWS Marketplace
 

Featured Reviews

Akashkhurana Hirana - PeerSpot reviewer
Senior Software Engineer 2 at Porch
Hands-on cloud labs have transformed my training and save hours on every learning project
The best features CloudLabs offers, in my opinion, include being cloud-based and accessible from anywhere, which eliminates the need for local installation. It is cost-effective, and unlike other training platforms that focus solely on teaching, CloudLabs provides hands-on learning in a realistic environment that is easy for anyone to understand. Additionally, it has progress tracking for monitoring my completion and assignments that are designed as small tests after modules, which are optional. The hands-on learning feature in CloudLabs is exceptional compared to other platforms where learning is primarily theoretical, with trainers explaining concepts. CloudLabs provides labs integrated with GCP, AWS, and Microsoft Azure, allowing users to create their own work in a cloud environment without needing local installation. For example, I created multiple agents that interacted with each other all within the cloud environment. CloudLabs has positively impacted my organization by allowing everyone to get hands-on training. Without CloudLabs, we could only do training without practical experience. Now, I gain hands-on experience without significant installations on my systems, enhancing the knowledge of my teammates and everyone in my organization. It has also reduced hardware costs, which is a beneficial aspect.
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

"CloudLabs is the best in the market for labs and hands-on experience."
"CloudLabs provides a good experience and is a solid platform; it saves my time, builds my skills, and enhances my technical knowledge."
"In terms of efficiency improvements, I estimate around eighty percent of patients and doctors' time has been saved because previously, they spent a lot of time waiting for report deliveries, but now, through patient-centric reporting, reports are delivered instantly."
"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."
"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."
"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

"CloudLabs can be improved by reducing its dependency on internet connectivity, which is currently a significant issue, and also by addressing the pricing structure, as costs per visit may become expensive for high-volume labs."
"CloudLabs is perfect for me, and I have no suggestions for improvement."
"However, there are areas where CloudLabs can be improved. In some labs, the instructions are not very clear, which can be confusing at times."
"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."
"Improvement can be made in the documentation aspect, which definitely needs to be updated or enhanced."
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Top Industries

By visitors reading reviews
Construction Company
36%
Insurance Company
22%
Financial Services Firm
6%
Healthcare Company
5%
Construction Company
52%
University
6%
Outsourcing Company
6%
Comms Service Provider
5%
 

Company Size

By reviewers
Large Enterprise
Midsize Enterprise
Small Business
No data available
No data available
 

Questions from the Community

What needs improvement with CloudLabs?
CloudLabs is perfect for me, and I have no suggestions for improvement. It is very easy to learn compared to other platforms in the market. However, there could be advantages to adding AI-powered a...
What is your primary use case for CloudLabs?
My main use cases for CloudLabs are training, experimenting, software development, and learning. I use it for training, experiments, software development, practice, and learning. CloudLabs is integ...
What advice do you have for others considering CloudLabs?
CloudLabs has saved considerable time. As a senior software engineer, if I had to install everything locally, it would take considerable time. Instead, the environment is already set up, so I can w...
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...
 

Comparisons

No data available
No data available
 

Overview

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