No more typing reviews! Try our Samantha, our new voice AI agent.

Lucee CFML Server vs Voyage AI comparison

Why PeerSpot?
 

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

Lucee CFML Server
Ranking in AWS Marketplace
65th
Average Rating
9.0
Number of Reviews
2
Ranking in other categories
No ranking in other categories
Voyage AI
Ranking in AWS Marketplace
40th
Average Rating
7.6
Number of Reviews
3
Ranking in other categories
No ranking in other categories
 

Mindshare comparison

As of November 2026, in the AWS Marketplace category, the mindshare of Lucee CFML Server is 0.2%, up from 0.2% compared to the previous year. The mindshare of Voyage AI is 0.2%, down 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%
Lucee CFML Server0.2%
Other99.6%
AWS Marketplace
 

Featured Reviews

EricWebb - PeerSpot reviewer
Vice President, Information Technology & Logistics at a comms service provider with 51-200 employees
Open source platform has transformed daily operations and now supports all portals and logistics
The best features Lucee CFML Server offers include high performance, it is lightweight, it is open source so multiple people built upon it, it has great admin features where you can log in and create different processes, and it has seamless integration with Java. Out of those features, I find myself relying on high performance and ease of use the most. While using CFML since ColdFusion 7 came out, I discovered that Lucee CFML Server is very easy to understand someone else's code. It is simple and streamlined, and it is fortunate that you can quickly manipulate a program into whatever you need to do without adding so many actual layers of code.
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

"Lucee CFML Server is a very stable and mature solution that really delivers value."
"Lucee CFML Server is very easy to understand someone else's code, it is simple and streamlined, and you can quickly manipulate a program into whatever you need to do without adding so many actual layers of code."
"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."
"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

"Lucee CFML Server can be improved by staying up to date."
"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."
report
Use our free recommendation engine to learn which AWS Marketplace solutions are best for your needs.
921,523 professionals have used our research since 2012.
 

Top Industries

By visitors reading reviews
Construction Company
39%
Healthcare Company
15%
Comms Service Provider
11%
Manufacturing Company
4%
Construction Company
44%
Comms Service Provider
10%
Outsourcing Company
8%
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 Lucee CFML Server?
My experience with the pricing, setup cost, and licensing of Lucee CFML Server is that since it is an open source product, the licensing has worked very well in my organization. We have not had any...
What needs improvement with Lucee CFML Server?
Lucee CFML Server can be improved by staying up to date. Good documentation is necessary and already available, but that documentation should receive a lot of attention, especially in a world where...
What is your primary use case for Lucee CFML Server?
My main use case for Lucee CFML Server is to build websites for clients, and we do that on top of Lucee CFML Server. We do consultancy on a client patient filing system, which is built on top of Lu...
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...
 

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.