C3 AI vs Cloudinary comparison

C3 AI and Cloudinary are both solutions in the AI Content Creation category. C3 AI is ranked #12 with an average rating of 7.3, while Cloudinary is ranked #4 with an average rating of 8.4. C3 AI holds a 1.5% mindshare in ACC, compared to Cloudinary’s 1.2% mindshare. Additionally, 80% of C3 AI users are willing to recommend the solution, compared to 100% of Cloudinary users who would recommend it.

C3 AI

Read 4 C3 AI reviews

3,105 Views
373 Comparison Views

80% willing to recommend

Cloudinary

Read 16 Cloudinary reviews

1,454 Views
669 Comparison Views

100% willing to recommend

C3 AI

Cloudinary

Comparison Buyer's Guide

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Executive Summary

We performed a comparison between C3 AI and Cloudinary based on real PeerSpot user reviews.

Find out in this report how the two AI Content Creation solutions compare in terms of features, pricing, service and support, easy of deployment, and ROI.

To learn more, read our detailed C3 AI vs. Cloudinary Report (Updated: June 2026).

Buyer's Guide

C3 AI vs. Cloudinary

June 2026

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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

12th

Average Rating

7.2

Number of Reviews

Ranking in other categories

AI Data Analysis (20th), AI Customer Experience Personalization (20th), AI Sales & Marketing (13th), AI Procurement & Supply Chain (4th)

Cloudinary

Ranking in AI Content Creation

4th

Average Rating

8.4

Reviews Sentiment

7.2

Number of Reviews

Ranking in other categories

Digital Asset Management (2nd)

Mindshare comparison

As of August 2026, in the AI Content Creation category, the mindshare of C3 AI is 1.5%. The mindshare of Cloudinary is 1.2%, up from 0.9% compared to the previous year. It is calculated based on PeerSpot user engagement data.

AI Content Creation Mindshare Distribution
Product	Mindshare (%)
Cloudinary	1.2%
C3 AI	1.5%
Other	97.3%

AI Content Creation

Featured Reviews

reviewer2795349

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.

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Josue BYIRINGIRO

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.

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Quotes from Members

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

Pros

"The biggest strength of C3 AI is how much it handles in one platform: data integration, model deployment, governance, monitoring, and application development."

"In the first phase alone, there was approximately $90 million in savings, which reduced about 5% of inventory."

"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."

"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."

"The tool's support team is very prompt."

"Cloudinary provides a free plan for developers wanting to get started or explore its capabilities."

"The solution also has a default configuration that makes images load faster without losing quality."

"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."

"I would absolutely recommend Cloudinary. Here's why: It's easy to set up, which saves development time."

"I recommend Cloudinary to other users because Amazon is a bit expensive for me."

"The automation tools were used most often. They are quite convenient and cover our requirements."

"The platform has improved my projects by providing a fast and efficient way to manage images."

More Cloudinary pros

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."

"C3 AI can feel very enterprise-heavy. For smaller teams, it may feel excessive."

"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."

"I think Cloudinary has room for improvement, depending on the project you're working on. Changes might not be needed if your project fits what Cloudinary already offers. But if your project needs some changes, you can make them."

"When you open the product's management console, it can just be a little bit overwhelming at first until you figure it out."

"One thing that comes to mind is the capability for hosting very large video files, similar to platforms like YouTube."

"The user interface of Cloudinary needs improvement."

"The product could be improved by being more user-friendly for beginner programmers."

"The UI needs improvement because it has become quite messy recently, making it difficult to locate the media library and images."

"The AI does not offer image generation."

"The high price of the tool is an area of concern where improvements are required."

More Cloudinary cons

Pricing and Cost Advice

Information not available

"For us, the price is okay."

"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 solution’s pricing is moderate."

"The tool's pricing is very high."

"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."

"I am using the free version."

"I have not used the product's paid subscription, as the free tier is sufficient for most users."

"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."

More Cloudinary pricing and cost advice

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Top Industries

By visitors reading reviews

Construction Company

28%

Manufacturing Company

11%

Comms Service Provider

11%

Energy/Utilities Company

10%

Manufacturing Company

14%

Construction Company

14%

Outsourcing Company

10%

Comms Service Provider

Company Size

By reviewers

Large Enterprise

Midsize Enterprise

Small Business

By reviewers
Company Size	Count
Small Business	3
Midsize Enterprise	1
Large Enterprise	3

By reviewers
Company Size	Count
Small Business	10
Midsize Enterprise	1
Large Enterprise	5

Questions from the Community

What is your experience regarding pricing and costs for C3 AI?

The pricing for C3 AI was quite high compared to other smaller AI platforms and open-source alternatives we had explored. Initially, we were cautious due to the significant investment involved.

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What needs improvement with C3 AI?

C3 AI can feel very enterprise-heavy. For smaller teams, it may feel excessive. Some workflows also feel more complex than they need to be. Overall, it is a good product, but the platform can feel ...

See all answers

What is your primary use case for C3 AI?

I have been using C3 AI for roughly eight to ten months as part of a small engineering team working on operational analytics. We primarily use it for predictive maintenance and some newer generativ...

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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.

See all answers

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...

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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...

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Product Reports

Buyer's Guide

C3 AI

August 2026

Download C3 AI product report

Buyer's Guide

Cloudinary

August 2026

Download Cloudinary product report

Overview

C3 AI leverages advanced AI to optimize supply chains, predict demand, and integrate data for improved decision-making. Real-time dashboards and alerts support quick actions, requiring JavaScript and machine learning expertise.

C3 AI empowers enterprises by enhancing operational efficiency through AI-driven insights. Users gain an edge by identifying pricing anomalies and tracking delivery and supplier health. With JavaScript as the primary interface, accessibility broadens, fostering implementation across platforms. C3 AI’s robust architecture, connectivity, and sourcing optimizations translate into significant savings, showcasing its reliability and diverse AI libraries. However, the need for a more streamlined deployment, better onboarding processes, and transparent AI recommendations remains essential for maximized use.

What are the main features of C3 AI?

Supply Chain Optimization: Uses AI for enhanced supply chain management and demand prediction.
Data Integration: Consolidates information from various sources for comprehensive analytics.
Real-Time Dashboards: Provides immediate data visualization and actionable insights.
Alerts and Notifications: Enables proactive decision-making through customized alerts.
Diverse AI Libraries: Enhances functionality with a wide range of AI tools and models.

What benefits should users look for when evaluating C3 AI?

AI-Driven Insights: Offers strategic data analysis for better decision-making.
Cost Savings: Demonstrated capability of generating millions in savings through optimization.
Scalable Operations: Facilitates scaling by integrating multiple ERP systems.
Predictive Maintenance: Reduces equipment downtime through precise failure predictions.
Automation: Streamlines sourcing and inventory management through automated processes.

Industries incorporate C3 AI for predictive maintenance, financial fraud detection, and operational scaling. Tech consultancies enable enterprise AI adoption using JavaScript, simplifying implementations without needing deep machine learning expertise. The platform’s comprehensive analytics are valued across sectors.

C3 AI

Cloudinary provides a comprehensive API for image transformation, offering easy integration and a user-friendly interface. With automated asset optimization and robust media management, it enables seamless image storage and retrieval, making it a preferred choice for websites and applications.

Cloudinary is a leading platform in image management, featuring tools for image transformation, storage, and hosting. Its user-centric design simplifies processes like automated image optimization and media validation. Users benefit from a versatile CDN and a generous free tier, facilitating efficient development and deployment. The ability to handle image uploads and retrievals without complex configurations aids in quick time to market, while intuitive search and manageable media organization enhance user experience. Despite its strengths, users call for improvements in user-friendliness, API functionality, and clearer documentation. Pricing remains a concern, and additional advanced AI capabilities for image generation are desired. There's interest in better video hosting and integration with existing storage solutions.

What features does Cloudinary offer?

API for Image Transformation: Offers broad capabilities for customizing images.
Automated Asset Optimization: Ensures images are delivered in optimal formats.
Media Validation: Verifies media integrity and quality.
Intuitive Search: Allows easy retrieval of media assets.
CDN Power: Boosts content delivery speed globally.

What benefits do users find in Cloudinary?

Seamless Development: Facilitates quick development and deployment.
Efficient Image Management: Simplifies image storage and retrieval.
User-Friendly Interface: Aids in easy platform navigation.
Time-Saving Processes: Reduces time in image handling and delivery.

Cloudinary finds applications across sectors such as e-commerce, where image optimization for different devices significantly enhances user experience. In the web and app development fields, it enables automated management of image sizes and formats, supporting functions like user uploads and profile picture handling. Organizations utilize its media management capabilities for storing and handling documents, videos, and other assets. The API integration streamlines backend operations, making it an appealing choice for developers in diverse industries.

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