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Voyage AI vs WorkSpaces Manager 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

Voyage AI
Ranking in AWS Marketplace
40th
Average Rating
7.6
Number of Reviews
3
Ranking in other categories
No ranking in other categories
WorkSpaces Manager
Ranking in AWS Marketplace
137th
Average Rating
7.6
Number of Reviews
2
Ranking in other categories
No ranking in other categories
 

Mindshare comparison

As of November 2026, in the AWS Marketplace category, the mindshare of Voyage AI is 0.2%, down from 0.2% compared to the previous year. The mindshare of WorkSpaces Manager 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 (%)
Voyage AI0.2%
WorkSpaces Manager0.2%
Other99.6%
AWS Marketplace
 

Featured Reviews

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.
AM
Senior Software Engineer at a outsourcing company with 5,001-10,000 employees
Centralized workspaces have improved team productivity but still need more automation and analytics
I rate WorkSpaces Manager seven out of ten because I reduced points for improvements that need to be addressed. Regarding WorkSpaces Manager's security capabilities, I believe centralized access management and role-based permissions help organizations control access to workspaces and resources. Audit logs, regular access reviews, and strong authentication further strengthen security. Regarding WorkSpaces Manager's reliability, the tool provides reliable workspace and access information when configuration and underlying data are up-to-date. Consistent synchronization, error handling, and monitoring can improve reliability. WorkSpaces Manager is deployed in my organization as a cloud-based solution, though the product supports cloud-based, on-premises, or integrated deployment models with existing enterprise applications. My advice to others considering WorkSpaces Manager is to carefully review all documentation before proceeding, use training for developers before implementing, learn about the product thoroughly, review the documentation, and compare multiple products before making a decision.

Quotes from Members

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

Pros

"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."
"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."
"WorkSpaces Manager automation has greatly impacted our team's workflow and the client's experience, as the client experience is now excellent and our internal team has less work, making life significantly easier."
"The best features that WorkSpaces Manager offers are its centralized workspace management, user and role management, access control, resource organization, and visibility into workspace users."
 

Cons

"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."
"WorkSpaces Manager's multi-region management could be stronger."
"I think WorkSpaces Manager could be improved with more automation, real-time capabilities, analytics, easier configuration, proactive notifications, and better integration with existing enterprise tools."
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Top Industries

By visitors reading reviews
Construction Company
44%
Comms Service Provider
10%
Outsourcing Company
8%
University
6%
Construction Company
43%
Outsourcing Company
10%
Computer Software Company
9%
Healthcare Company
7%
 

Company Size

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

Questions from the Community

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...
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...
What needs improvement with WorkSpaces Manager?
WorkSpaces Manager's multi-region management could be stronger. Managing WorkSpaces across different AWS regions from a single unified point still has some friction. Deeper integration with AWS...
What is your primary use case for WorkSpaces Manager?
My main use case for WorkSpaces Manager is to manage, automate, and optimize our AWS WorkSpaces across multiple environments and multiple clients, covering automation, provisioning, de-provisioning...
What advice do you have for others considering WorkSpaces Manager?
WorkSpaces Manager automation has greatly impacted our team's workflow and the client's experience. The client experience is now excellent, and our internal team has less work, making life ...
 

Comparisons

No data available
 

Overview

Find out what your peers are saying about Dice, Upbound, Tulip Interfaces and others in AWS Marketplace. Updated: October 2026.
921,523 professionals have used our research since 2012.