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Cloudinary vs Tech 42 AI Agent Starter Pack built with AgentCore 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

Cloudinary
Ranking in AI Content Creation
4th
Average Rating
8.4
Reviews Sentiment
7.2
Number of Reviews
16
Ranking in other categories
Digital Asset Management (2nd)
Tech 42 AI Agent Starter Pa...
Ranking in AI Content Creation
54th
Average Rating
10.0
Number of Reviews
2
Ranking in other categories
AI Data Analysis (181st), AI Observability (33rd)
 

Featured Reviews

Josue BYIRINGIRO - PeerSpot reviewer
ATLP Technical Mentor at Andela
Saves time and resources and has a clear dashboard
I like the tool best because it's straightforward and doesn't have too many complicated options like AWS. The dashboard is clear - you create a directory, get credentials, and then use those in your Node.js or Java application to access resources. With AWS, you have to consider many things, like bucket policies and user permissions. It doesn't have these complications. Everything on Cloudinary is clearer than other platforms I've seen. It is very easy to use. It's easier than the AWS platforms I've seen. Even general developers can use it, while AWS needs more experience. The solution saves time and resources in several ways. It's easy to get started with, saving time from the beginning. You can implement file uploads in about thirty minutes without complications. The SDK and APIs provided to access their resources are simple and not complicated. Cloudinary is also a popular platform with good documentation and community support, making it easy to find solutions to problems.
NP
Vice President of Information Technology at a consumer goods company with 201-500 employees
AI foundation has accelerated deployment of internal knowledge agents on existing cloud infrastructure
I am exploring creating AI agents for multiple internal company knowledge repositories This product significantly accelerated our ability to deploy an AI agent within our AWS infrastructure. Instead of spending time designing architecture, wiring up memory, guardrails, and tool integrations, I…

Quotes from Members

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

Pros

"As a developer, I find Cloudinary valuable because it provides many opportunities for building applications. For example, I recently created an AI application that can read images and automatically generate captions, which helps in describing images or videos without manual input. Cloudinary's APIs support this functionality and enhance my development process. One of the most beneficial features of Cloudinary is its asset management capabilities. I can tag and categorize images and videos based on their content, such as tagging videos where a person is wearing glasses. This helps in organizing and managing media effectively. I have experimented with Cloudinary's automation capabilities, but I am still learning and haven't fully explored its potential. Currently, I want to use Cloudinary to improve user engagement with my videos, such as tracking who is viewing and interacting with my media. This is a feature I plan to explore more in the future."
"I like the tool best because it's straightforward and doesn't have too many complicated options like AWS. The dashboard is clear - you create a directory, get credentials, and then use those in your Node.js or Java application to access resources. With AWS, you have to consider many things, like bucket policies and user permissions. It doesn't have these complications. Everything on Cloudinary is clearer than other platforms I've seen. It is very easy to use. It's easier than the AWS platforms I've seen. Even general developers can use it, while AWS needs more experience."
"Cloudinary automatically optimizes the images for the browser, so instead of making a choice yourself for images like JPEG, PNG, AVIF, or WEBP, the client or end user's browser might support them, but Cloudinary takes that decision for you, and it just serves the right image or the best-optimized image, which is sort of safe."
"Unlike Firebase Storage, Cloudinary handles media-specific tasks like re-encoding uploads. For example, when users upload a video from an Apple device, it's often encoded in a proprietary Apple codec."
"Cloudinary offers a solution by providing an easy-to-use platform for managing media files."
"The platform is very easy to use. The documentation is excellent, and the implementation involves only a few simple steps. It is accessible to users with varying levels of expertise."
"I like its ease of implementation. I can easily call the API into my platform and use it to upload images from the machine to the server."
"Cloudinary will check for corrupted video or audio files and can re-encode them into different formats without much effort—you modify the URL, and it handles everything server-side."
"Instead of spending time designing architecture, wiring up memory, guardrails, and tool integrations, I was able to establish an AI foundation in a matter of hours."
"This is an extremely easy way to start with an AI agent that includes components necessary for production-ready use."
 

Cons

"The main issue with the package is how it handles errors. It swallows errors and throws its own, but without preserving the stack trace, making debugging nearly impossible."
"For non-technical users, the initial setup could be made easier."
"The UI needs improvement because it has become quite messy recently, making it difficult to locate the media library and images."
"Cloudinary has a good user interface (UI), but there are some things the product can improve, like convenience."
"I haven't really thought about what improvements I’d like to see in Cloudinary recently. One thing that comes to mind is the capability for hosting very large video files, similar to platforms like YouTube. Cloudinary is not as widely known for video uploads as other platforms, and it would be great if it had a larger user base for this purpose. Apart from marketing and video uploading, I haven't identified specific features or functionalities that need improvement. It’s been a while since I actively used Cloudinary, and I’m just starting to get back into it. Once I’m more familiar with it again, I’ll have a better idea of any gaps or areas for enhancement. I’ll need to think more about this and might provide feedback later."
"The AI does not offer image generation."
"When you open the product's management console, it can just be a little bit overwhelming at first until you figure it out."
"Cloudinary's first paid plan is quite expensive, around one hundred dollars, which is more expensive than competitors like Dropbox."
"Additional frameworks would be good to add."
"It would be nice to be able to run the CloudFormation stacks in other AWS regions."
 

Pricing and Cost Advice

"I am using the free version."
"The product's free tier licensing plan is beneficial for individual developers to learn about its functionality."
"If you are just starting out, the tool is actually free. You don't have to pay any fee, except if you have a large volume of files and documents you want to host."
"The tool's pricing is very high."
"For us, the price is okay."
"It is a free tool."
"The solution’s pricing is moderate."
"From what I've used, it's actually cheap compared to other options like AWS."
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Top Industries

By visitors reading reviews
Manufacturing Company
14%
Construction Company
14%
Outsourcing Company
10%
Comms Service Provider
8%
No data available
 

Company Size

By reviewers
Large Enterprise
Midsize Enterprise
Small Business
By reviewers
Company SizeCount
Small Business10
Midsize Enterprise1
Large Enterprise5
No data available
 

Questions from the Community

What is your experience regarding pricing and costs for Cloudinary?
I did not research Cloudinary's pricing, as I am using it for free. In the free service, it performs well.
What needs improvement with Cloudinary?
The UI needs improvement because it has become quite messy recently, making it difficult to locate the media library and images. Additionally, the initial setup process is complex due to the numero...
What advice do you have for others considering Cloudinary?
I would advise new users to read the documentation thoroughly to understand how to upload and store images effectively. For those using Cloudinary for the first time, be prepared for a learning cur...
What is your experience regarding pricing and costs for Tech 42 AI Agent Starter Pack built with AgentCore?
There is no upfront cost for the product, and expenses are limited to pay-as-you-go AWS infrastructure and AI model consumption.
What needs improvement with Tech 42 AI Agent Starter Pack built with AgentCore?
It would be nice to be able to run the CloudFormation stacks in other AWS regions.
What is your primary use case for Tech 42 AI Agent Starter Pack built with AgentCore?
I am exploring creating AI agents for multiple internal company knowledge repositories.
 

Comparisons

 

Overview

Find out what your peers are saying about Cloudinary vs. Tech 42 AI Agent Starter Pack built with AgentCore and other solutions. Updated: June 2026.
909,725 professionals have used our research since 2012.