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C3 AI vs Cloudinary 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

C3 AI
Ranking in AI Content Creation
10th
Average Rating
7.0
Number of Reviews
3
Ranking in other categories
AI Data Analysis (18th), AI Customer Experience Personalization (17th), AI Sales & Marketing (36th), AI Procurement & Supply Chain (3rd)
Cloudinary
Ranking in AI Content Creation
1st
Average Rating
8.4
Reviews Sentiment
7.2
Number of Reviews
16
Ranking in other categories
Digital Asset Management (2nd)
 

Mindshare comparison

As of March 2026, in the AI Content Creation category, the mindshare of C3 AI is 1.4%. The mindshare of Cloudinary is 1.3%. It is calculated based on PeerSpot user engagement data.
AI Content Creation Mindshare Distribution
ProductMindshare (%)
Cloudinary1.3%
C3 AI1.4%
Other97.3%
AI Content Creation
 

Featured Reviews

reviewer2795349 - PeerSpot reviewer
Group Head of Data Strategy & Enterprise Governance at a consumer goods company with 10,001+ employees
Struggled to justify enterprise adoption but have valued broader developer accessibility
If I could change or add anything to improve C3 AI, I would suggest making it not just an AI platform, but a data and AI combined platform, as bringing in data management elements, governance, and cloud features is critical. The real AI and modeling represent only 20 percent of what is needed; there is over 80 percent in the rest of the world that should be addressed. Given Tom Siebel's deep understanding of corporate work and his network, integrating C3 AI with other ERP solutions such as Oracle, SAP, or Microsoft is essential. If C3 AI can be an enterprise platform, embedding more data elements and ensuring seamless integration with other ERP solutions would significantly enhance its capabilities and attractiveness. If someone told me that they have SAP, and C3 AI can seamlessly integrate the data and perform action calls between SAP, allowing me to operate on C3 AI as I would on SAP, that would be a killer feature for me. I would suggest avoiding traditional licensing sales as it is too expensive; the starting price is too high. Considering a subscription model or a pay-per-use model is the best business structure for AI or data solution vendors. The pay-per-use model benefits usage, as the more you use, the more successful you become with the platform.
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.

Quotes from Members

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

Pros

"One of the best features C3 AI offers is that you do not need to learn Python or any specific machine learning programming language; you can use C3 AI with JavaScript."
"I have noticed improvements in efficiency, reduced downtime, and time saved for my team, as it is quite integrated through the source ML pipeline to report to general customer UI, functioning as one platform that takes care of everything, thus improving efficiency, optimization, and increasing project deliverables."
"In the first phase alone, there was approximately $90 million in savings, which reduced about 5% of inventory."
"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."
"The most important advantage of using Cloudinary is that it is very easy to integrate with the SDK, especially with Node.js."
"Cloudinary offers a solution by providing an easy-to-use platform for managing media files."
"I recommend Cloudinary to other users because Amazon is a bit expensive for me."
"I would absolutely recommend Cloudinary. Here's why: It's easy to set up, which saves development time."
"The platform is very easy to use. The documentation is excellent, and the implementation involves only a few simple steps."
"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."
"I like the tool best because it's straightforward and doesn't have too many complicated options like AWS."
 

Cons

"The reason I chose eight out of ten is that as a user of C3 AI, I found the operational aspect not easy to understand; it is a bit tricky, and you should have more core knowledge to navigate C3 AI."
"However, I sometimes hear from colleagues that hallucination is an issue."
"We even failed to open any doors for C3 AI; there are no smaller wins, learning opportunities, or process improvements, even if the main goals were not met."
"For non-technical users, the initial setup could be made easier."
"The user interface of Cloudinary needs improvement."
"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."
"I believe there is some scope for improvement in areas like the dashboard, specifically the user dashboard and the browser where you can navigate the platform."
"The AI can't edit the image. If Cloudinary can add a way or a module that can generate the image, then you won't need to upload images to it."
"When you open the product's management console, it can just be a little bit overwhelming at first until you figure it out."
"The platform's API features need enhancement."
"I believe there is some scope for improvement in areas like the dashboard, specifically the user dashboard and the browser where you can navigate the platform."
 

Pricing and Cost Advice

Information not available
"From what I've used, it's actually cheap compared to other options like AWS."
"I am using the free version."
"I have not used the product's paid subscription, as the free tier is sufficient for most users."
"It is a free tool."
"We decided to quit using Cloudinary after two years because we were getting a lot of users, and it was becoming expensive. Cloudinary had fixed charges, so if we agreed to pay 500 USD per month, it would be the same whether we used high or low resources. They would notify us if we exceeded our limit, but not if we used less—however, AWS charges according to usage, which became more cost-effective for us as we grew. With AWS, you might pay 100 one month and 200 the next, depending on your usage."
"The tool's pricing is very high."
"The product's free tier licensing plan is beneficial for individual developers to learn about its functionality."
"The solution’s pricing is moderate."
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Top Industries

By visitors reading reviews
Construction Company
38%
Energy/Utilities Company
9%
Comms Service Provider
9%
Manufacturing Company
6%
Manufacturing Company
18%
Comms Service Provider
11%
Construction Company
10%
Marketing Services Firm
8%
 

Company Size

By reviewers
Large Enterprise
Midsize Enterprise
Small Business
No data available
By reviewers
Company SizeCount
Small Business10
Midsize Enterprise2
Large Enterprise4
 

Questions from the Community

What is your experience regarding pricing and costs for C3 AI?
From my experience, I see the pricing, setup costs, and licensing of C3 AI as quite expensive; even a CTO from a globally leading consumer goods company feels it is too expensive and does not want ...
What needs improvement with C3 AI?
From a features perspective, I cannot identify specific areas for improvement, but for me, the platform feels satisfying. However, I sometimes hear from colleagues that hallucination is an issue. O...
What is your primary use case for C3 AI?
I was involved in testing, and the main use case is more focused on sourcing. The sourcing team is using C3 AI apps for inventory management and saving inventory data. C3 AI is used by the sourcing...
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...
 

Comparisons

 

Overview

Find out what your peers are saying about C3 AI vs. Cloudinary and other solutions. Updated: March 2026.
885,311 professionals have used our research since 2012.