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Cloudcraft vs Voyage AI 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

Cloudcraft
Ranking in AWS Marketplace
40th
Average Rating
9.6
Number of Reviews
2
Ranking in other categories
No ranking in other categories
Voyage AI
Ranking in AWS Marketplace
39th
Average Rating
7.6
Number of Reviews
3
Ranking in other categories
No ranking in other categories
 

Mindshare comparison

As of October 2026, in the AWS Marketplace category, the mindshare of Cloudcraft is 0.2%, up from 0.2% compared to the previous year. The mindshare of Voyage AI 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 (%)
Voyage AI0.2%
Cloudcraft0.2%
Other99.6%
AWS Marketplace
 

Featured Reviews

PrinceKumar7 - PeerSpot reviewer
Cloud Engineer at a computer software company with 501-1,000 employees
Visual planning has transformed how our teams document aws architecture and estimate costs
The best features Cloudcraft offers include visual AWS architecture, the ability to create professional AWS diagrams quickly, significant time savings during solution design, cost estimation, and having estimated infrastructure costs directly within the architecture diagram. Cloudcraft also makes collaboration easier as architecture diagrams can be shared across infrastructure teams. AWS best practice visualization is there, encouraging better architecture design by making it easy to visualize high availability, multi-AZ deployment, public versus private subnets, and security layers. Creating architecture documentation that previously required several hours can now be completed much more quickly. Architecture design and documentation have had the biggest impact on my team. These are part of our day-to-day work that were time-consuming previously, and now they are easy to accomplish.
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

"Cloudcraft is an amazing tool for this use case."
"Cloudcraft has positively impacted our organization as infrastructure documentation is more consistent and easier to maintain."
"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."
"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."
 

Cons

"There are areas for improvement in Cloudcraft, such as more cloud service coverage and quicker support for new AWS services releases."
"I think Cloudcraft can be improved by possibly being a little less expensive."
"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
46%
Comms Service Provider
18%
Healthcare Company
7%
Outsourcing Company
4%
Construction Company
45%
Comms Service Provider
8%
Outsourcing Company
7%
University
6%
 

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 Cloudcraft?
My experience with pricing, setup cost, and licensing is positive as Cloudcraft provides strong value to organizations requiring regulatory design documents and AWS architecture. I view the pricing...
What needs improvement with Cloudcraft?
There are areas for improvement in Cloudcraft, such as more cloud service coverage and quicker support for new AWS services releases. Real-time collaborative editing could be improved for larger in...
What is your primary use case for Cloudcraft?
As our AWS environment grew across multiple applications, accounts, and environments, maintaining architecture documentation became increasingly difficult. We started using Cloudcraft because the i...
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 Cloudcraft vs. Voyage AI and other solutions. Updated: September 2026.
915,383 professionals have used our research since 2012.