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Infracost 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

Infracost
Ranking in AWS Marketplace
115th
Average Rating
7.6
Number of Reviews
2
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 Infracost is 0.2%, up from 0.1% 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 (%)
Voyage AI0.2%
Infracost0.2%
Other99.6%
AWS Marketplace
 

Featured Reviews

reviewer2801481 - PeerSpot reviewer
SRE II at a tech vendor with 5,001-10,000 employees
Shift-left cost insights have made teams question infrastructure changes in everyday reviews
The best features Infracost offers include shift-left visibility, so we see the impact before it actually happens, and we do not manually consult with cloud pricing each time, and we do not guess. We have precise information instead. It pulls the pricing difference and drops it in the code review interface. Having that precise information in the code review interface makes us question the changes. Infracost has positively impacted my organization by enhancing our engineering team's cost consciousness. We no longer treat the FinOps operations as something that we do at the end of the month. We do this regularly and this changes a lot for us, so this is super important.
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

"Infracost has positively impacted my organization by helping me reduce my infrastructure cost and review expenses, and I am able to remove all unnecessary infrastructure."
"Infracost has positively impacted my organization by enhancing our engineering team's cost consciousness."
"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

"I would appreciate some improvements in terms of processing speed, and I would be happy to see a slightly better user interface from my perspective, but everything else is excellent."
"Infracost could be improved in terms of processing and the user interface, as there are times that these aspects could be enhanced."
"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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909,725 professionals have used our research since 2012.
 

Top Industries

By visitors reading reviews
Construction Company
49%
Transportation Company
10%
Healthcare Company
9%
Comms Service Provider
7%
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 is your experience regarding pricing and costs for Infracost?
My experience with pricing, setup cost, and licensing has been great.
What needs improvement with Infracost?
I would appreciate some improvements in terms of processing speed, and I would be happy to see a slightly better user interface from my perspective, but everything else is excellent.
What is your primary use case for Infracost?
My main use case for Infracost is tracking and analyzing the cost impact of infrastructure changes before they are actually provisioned. This manages the entire multi-cloud infrastructure that we a...
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

 

Overview

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