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Cloudinary vs Tech 42 AI Agent Starter Pack built with AgentCore 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

Cloudinary
Ranking in AI Content Creation
10th
Average Rating
8.4
Reviews Sentiment
7.2
Number of Reviews
16
Ranking in other categories
Digital Asset Management (3rd)
Tech 42 AI Agent Starter Pa...
Ranking in AI Content Creation
21st
Average Rating
10.0
Number of Reviews
2
Ranking in other categories
AI Data Analysis (130th), AI Observability (33rd)
 

Featured Reviews

Azmir Uddin Alif - PeerSpot reviewer
Full-stack Developer at a comms service provider with 10,001+ employees
Reliable image hosting and storage improve organization but setup complexity challenges new users
Cloudinary is valuable for storing and hosting images, especially because it allows for easy storage and organization of media files. This feature is particularly useful when dealing with large amounts of images. Additionally, Cloudinary offers capabilities to create folders and organize images effectively under user-specific folders, which enhances usability for social media purposes.
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."
"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."
"The tool has tools designed for the average user, and the onboarding process is very easy, especially for aspiring junior developers. I love Cloudinary's automation feature. It automatically optimizes assets, so I don't have to do anything. When I store an image, their system already optimizes it. Its CDN is very powerful. The solution also has a default configuration that makes images load faster without losing quality. We haven't faced any issues in integrating the tool with other platforms."
"I recommend Cloudinary to other users because Amazon is a bit expensive for me."
"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 product's most valuable feature is the ability to upload images quickly and retrieve URLs. It integrates well with code, providing a seamless experience."
"It actually supports the growth of the business because it gives us a lot of out of the box things."
"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."
"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 UI needs improvement because it has become quite messy recently, making it difficult to locate the media library and images."
"The solution should be made more user-friendly because sometimes it's hard to understand."
"Looking at its credits, I think Cloudinary can be scalable. However, when you compare it to the AWS S3 bucket, you have more options for scalability with AWS."
"We decided to quit using Cloudinary after two years because we were getting a lot of users, and it was becoming expensive."
"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 product could be improved by being more user-friendly for beginner programmers."
"The high price of the tool is an area of concern where improvements are required."
"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

"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 product's free tier licensing plan is beneficial for individual developers to learn about its functionality."
"It is a free tool."
"I am using the free version."
"From what I've used, it's actually cheap compared to other options like AWS."
"I use the free plan, and that is enough for one or two websites. Though I felt that the product price is reasonable, I don't have any price details of any tools to help me make comparisons."
"The solution’s pricing is moderate."
"I have not used the product's paid subscription, as the free tier is sufficient for most users."
Information not available
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Top Industries

By visitors reading reviews
Outsourcing Company
16%
Manufacturing Company
14%
Construction Company
13%
Comms Service Provider
12%
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.
 

Overview

Find out what your peers are saying about Cloudinary vs. Tech 42 AI Agent Starter Pack built with AgentCore and other solutions. Updated: September 2026.
915,341 professionals have used our research since 2012.