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VTEX Commerce Platform 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

Voyage AI
Ranking in AWS Marketplace
101st
Average Rating
7.6
Number of Reviews
3
Ranking in other categories
No ranking in other categories
VTEX Commerce Platform
Ranking in AWS Marketplace
83rd
Average Rating
8.0
Number of Reviews
2
Ranking in other categories
No ranking in other categories
 

Mindshare comparison

As of August 2026, in the AWS Marketplace category, the mindshare of Voyage AI is 0.2%, up from 0.1% compared to the previous year. The mindshare of VTEX Commerce Platform is 0.2%, up from 0.2% compared to the previous year. It is calculated based on PeerSpot user engagement data.
AWS Marketplace Mindshare Distribution
ProductMindshare (%)
VTEX Commerce Platform0.2%
Voyage AI0.2%
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.
Vivek Ram - PeerSpot reviewer
Senior Engineer at Litmus7
Headless commerce flexibility has enabled me to build custom front ends and integrate third party APIs
Their documentation is comprehensive, but I noticed that the Commerce Academy course content was outdated and not enough for me to clear the certificate. However, their documentation and GitHub code samples were more comprehensive and helpful in understanding and upskilling in VTEX. What stood out is the flexibility and the MERN stack tech stack that VTEX uses. This is why I gave it an eight. I did not give it a ten because during development, there were some performance issues with load times, and the Commerce Academy platform content and video content is not up to date. I had to refer to the documentation every time for the latest content. Regarding VTEX Commerce Platform's AI capabilities, they have AI integrated in their admin interface where I can ask questions related to their settings. However, I do not find that useful because it was not working properly at times, it was not giving responses, or it was throwing errors. This made me stop using that AI. The AI integration is not capable enough or is not fully integrated and needs improvement.

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."
"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."
"VTEX Commerce Platform stands out as a headless commerce platform that offers customizability and flexibility to add our own features."
"VTEX Commerce Platform has positively impacted my organization by making my work easier and having a positive impact overall."
 

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."
"I did not give it a ten because during development, there were some performance issues with load times, and the Commerce Academy platform content and video content is not up to date."
"I do not find it easy to manage all my stores and products from one place in VTEX Commerce Platform, as the dashboards are somewhat sparse in analytical information despite making it easy to manage all the stores from one place."
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Top Industries

By visitors reading reviews
Construction Company
52%
University
6%
Outsourcing Company
6%
Comms Service Provider
5%
Construction Company
57%
Comms Service Provider
7%
Healthcare Company
6%
Retailer
5%
 

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 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...
What is your experience regarding pricing and costs for VTEX Commerce Platform?
My experience with pricing, setup cost, and licensing for VTEX Commerce Platform has been easy, and I encountered no problems.
What needs improvement with VTEX Commerce Platform?
Their documentation is comprehensive, but I noticed that the Commerce Academy course content was outdated and not enough for me to clear the certificate. However, their documentation and GitHub cod...
What is your primary use case for VTEX Commerce Platform?
As a developer using VTEX Commerce Platform, my main use case is building the front end application, adding features, and making changes to the UI. I also integrate internal VTEX modules in Node.js...
 

Overview

Find out what your peers are saying about VTEX Commerce Platform vs. Voyage AI and other solutions. Updated: July 2026.
909,725 professionals have used our research since 2012.