--- title: Apache PredictionIO Reviews meta\_title: 'Apache PredictionIO Reviews 2026: Details, Pricing, & Features | G2' meta\_description: Filter 18 reviews by the users' company size, role or industry to find out how Apache PredictionIO works for a business like yours. aggregate\_rating: rating\_value: 4.3 review\_count: 18 scale: '5' date\_modified: '2026-08-07' parent\_category: name: Artificial Intelligence url: https://www.g2.com/categories/artificial-intelligence ---

# Apache PredictionIO Reviews & Product Details

Apache PredictionIO is an open source Machine Learning Server built on top of a state-of-the-art open source stack for developers and data scientists to create predictive engines for any machine learning task.

* * *

Seller
[The Apache Software Foundation](https://www.g2.com/sellers/the-apache-software-foundation)
Discussions
[Apache PredictionIO Community](https://www.g2.com/products/apache-predictionio/discuss)

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## User Insights

Average based on 18 real user reviews.

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 ![Devansh S.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Devansh S.")
DS

Devansh S.

Software Engineer

Mid-Market (51-1000 emp.)

9/20/2023

"A powerful Machine Learning Framework"

5/5

What do you like best about Apache PredictionIO?

The best thing about Apache PredictionIO is that it is an open source, easy to use and customizable ML server that can help in real time and accurate predictions thereby helping engineers to speed up their ML tasks. Review collected by and hosted on G2.com.

What do you dislike about Apache PredictionIO?

Although, it is a powerful tool for ML, it has some limitations being open source that it relies on community contribution and requires maintenance and upgrades to function efficiently which is however true for every open source engines. Review collected by and hosted on G2.com.

What problems is Apache PredictionIO solving and how is that benefiting you?

Apache PredictionIO has helped and benefited me with real time and accurate predictions based on incoming data that helps in building responsive and efficient applications. The flexibility and customizability it provides helps in addressing specific issues related to my organization. Review collected by and hosted on G2.com.

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Current UserValidated ReviewerIncentivizedSource: G2 invite

 ![Kavyansh P.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Kavyansh P.")
KP

Kavyansh P.

Software Engineer - II

Enterprise (\> 1000 emp.)

11/11/2023

"Make ML integration easy with prediction IO"

4.5/5

What do you like best about Apache PredictionIO?

1. It helps me deploy ML projects onto a server after configuring a few settings.

2. It features the creation of comprehensive ML production environments and supports recommendation systems, as well as anomaly detection on time series data.

3. I used it for time series analysis and anomaly detection, and it worked fine.

4. It also supports storage and backend integrations that are easy to integrate, making development fast and of high quality.

5. Easy to implement and config models in preditcitionIO platform. Review collected by and hosted on G2.com.

What do you dislike about Apache PredictionIO?

Number of built-in support algorithm is less in the comparision of other platform. Although we have option for creating custom engine as per our usecase. Review collected by and hosted on G2.com.

What problems is Apache PredictionIO solving and how is that benefiting you?

I used it during one prject where we were building Anomaly detection system on time serires data. Review collected by and hosted on G2.com.

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Validated ReviewerIncentivizedSource: G2 invite

 ![Mayank R.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Mayank R.")
MR

Mayank R.

Front End Development 

Information Technology and Services

Small-Business (50 or fewer emp.)

8/27/2023

"How apache prediction io is useful for developers"

5/5

What do you like best about Apache PredictionIO?

As a user of Apache prediction io is found is a light weight and easy to use open source software for developers and anyone can use it and ots different from other types of software present in the market it uses for machine learning and building server for your project.when i was in my college time i use it in many of my projects Review collected by and hosted on G2.com.

What do you dislike about Apache PredictionIO?

There is no dislike for apache prediction io i personally think regarding something it doesn't work and can be slow some time but this thing is different for different users. Review collected by and hosted on G2.com.

What problems is Apache PredictionIO solving and how is that benefiting you?

They are definitely going for different things for users building some new features were there software become more reliable and trustworthy for a user . I use it for long time and i see by myself they are going in right direction and making there products more faster and easy to use Review collected by and hosted on G2.com.

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Validated ReviewerIncentivizedSource: G2 invite

 ![Verified User in Financial Services](/assets/icons/anonymous-avatar-purple-4ae1032bdb50ee5682003170c8184aee790d25958bd397abbd384ba52c596a7b.svg "Verified User in Financial Services")
UF

Verified User in Financial Services

Mid-Market (51-1000 emp.)

9/27/2023

"Apache PredictionIO has been a game-changer for me."

4.5/5

What do you like best about Apache PredictionIO?

Apache PredictionIO has been a game-changer for me.

Predictive engines' swift and adaptable deployment made what may have been a challenging voyage a smooth one. The dynamic edge provided by real-time responsiveness and fine-tuning capabilities has improved the predictability of my app.

PredictionIO genuinely stands out thanks to its Spark-infused speed, which gave my web project the desired performance boost. It's like having a silent ally in the background working to give data-driven insights as quickly and efficiently as possible.

The DIY appeal enables me to effortlessly personalise the prediction algorithms, resulting in a web app that accurately represents my vision.

The Apache PredictionIO team, thank you for creating a solution that is now the foundation of my online application. Review collected by and hosted on G2.com.

What do you dislike about Apache PredictionIO?

A steep learning curve, varying levels of documentation clarity, and the complexity of integration are some the things that I disliked.Community size is also less as of now Review collected by and hosted on G2.com.

What problems is Apache PredictionIO solving and how is that benefiting you?

Predictive model building is streamlined by Apache PredictionIO, resulting in quicker understanding and greater accuracy. This translates for organisations into quicker decision-making, tailored user experiences, and improved operations. Businesses gain from the platform's real-time responsiveness and fine-tuning capabilities because they improve customer interaction, boost productivity, and enable data-driven strategies. It essentially offers a competitive edge through sophisticated predictive analytics and addresses pressing business concerns. Review collected by and hosted on G2.com.

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Validated ReviewerIncentivizedSource: G2 invite

 ![Edwards Rafael O.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Edwards Rafael O.")
EO

Edwards Rafael O.

Ingeniero en Informatica

Information Technology and Services

Mid-Market (51-1000 emp.)

7/10/2023

"An Excellent Tool at your fingertips"

5/5

What do you like best about Apache PredictionIO?

One of the best virtues of Apache PredictionIO is that it is a very easy tool to use and understand after a few uses. It has a great structure that greatly simplifies the process of creating and evaluating machine learning models, which can be based on Apache. Review collected by and hosted on G2.com.

What do you dislike about Apache PredictionIO?

It is a great tool, but it would be spectacular if in future updates it could reach a greater number of platforms and with a greater diversity of languages, for example, if it could adapt to Latin Spanish, French, etc. Review collected by and hosted on G2.com.

What problems is Apache PredictionIO solving and how is that benefiting you?

We have used the application in some tests related to artificial intelligence, where we needed our systems to recognize and learn certain behavior patterns and decisions related to the functioning of applications. Review collected by and hosted on G2.com.

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7/14/2023
Validated ReviewerIncentivizedSource: G2 inviteAI Translated

 ![Debojyoti M.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Debojyoti M.")
DM

Debojyoti M.

Enterprise (\> 1000 emp.)

9/15/2023

"The best to happen in Machine Learning Era"

5/5

What do you like best about Apache PredictionIO?

scalability, very ease of integration, smooth, cloud based. Review collected by and hosted on G2.com.

What do you dislike about Apache PredictionIO?

Complex UI, Not so user beginner friendly, learning curve is steep. Review collected by and hosted on G2.com.

What problems is Apache PredictionIO solving and how is that benefiting you?

Super quick to get started with. The framework it provides is really straightforward, so I can whip up predictive models in no time. I can stick with tried-and-true machine learning libraries like Spark MLlib.The thing can scale like a champ. It's built on Apache Spark, so it can handle massive amounts of data and still run smoothly. Also, it is cloud based which gives leverage to modern apps. Review collected by and hosted on G2.com.

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Validated ReviewerIncentivizedSource: G2 invite

 ![Alok Nath P.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Alok Nath P.")
AP

Alok Nath P.

Data Engineer

Small-Business (50 or fewer emp.)

9/11/2023

"PredictionIOoffered open-source, scalable, and versatile platform for building predictive engines."

4.5/5

What do you like best about Apache PredictionIO?

The most helpful feature of prediction IO is its scalable , versatile and open source. It was also an Easy integration with different data sources and databases for flexibility. Review collected by and hosted on G2.com.

What do you dislike about Apache PredictionIO?

The major dislike about prediction IO was that it was discounted and retired and also the fact that it was limited to those familiar with spark and hadoop. Review collected by and hosted on G2.com.

What problems is Apache PredictionIO solving and how is that benefiting you?

Apache PredictionIO aimed to solve the problem of building and deploying predictive engines for various applications. It has several benifts like its recommendation system and scalability Review collected by and hosted on G2.com.

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Validated ReviewerIncentivizedSource: G2 invite

 ![Bazla K.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Bazla K.")
BK

Bazla K.

Mid-Market (51-1000 emp.)

9/16/2023

"Very efficient for a usecase for deriving business insights"

4.5/5

What do you like best about Apache PredictionIO?

Its prediction power to derive insights out of semi structured and unstructured data sets, it is proven to be efficient and accurate when it comes to derive business insights. Review collected by and hosted on G2.com.

What do you dislike about Apache PredictionIO?

Nothing as such, it is working as expected and it solves the business use cases efficiently giving the useful insights that surfices business needs efficiently. Review collected by and hosted on G2.com.

What problems is Apache PredictionIO solving and how is that benefiting you?

We are basically using it to derive business insights out of semi structured and unstructured data efficiently that even surfices business requirements effectively Review collected by and hosted on G2.com.

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Validated ReviewerIncentivizedSource: G2 invite

 ![Akash M.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Akash M.")
AM

Akash M.

Software Engineer

Small-Business (50 or fewer emp.)

9/22/2023

"Excellent ML Framework"

4.5/5

What do you like best about Apache PredictionIO?

PredictionIO scalable, which allows users to handle large volumes of data and creates an ease in growing machine learning workloads. It supports various cloud platform deployments. It can be easily implemented. Review collected by and hosted on G2.com.

What do you dislike about Apache PredictionIO?

Limited Documentation for specific use cases. Review collected by and hosted on G2.com.

What problems is Apache PredictionIO solving and how is that benefiting you?

I am integrating it with apache spark to generate good results regarding fraud detections and anomaly detection. Review collected by and hosted on G2.com.

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Validated ReviewerIncentivizedSource: G2 invite

 ![Abhinav M.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Abhinav M.")
AM

Abhinav M.

System Engineer

Enterprise (\> 1000 emp.)

9/25/2023

"Best"

5/5

What do you like best about Apache PredictionIO?

Everything is fine and as expected. Ease of use and good number of features plus integration was easy. Review collected by and hosted on G2.com.

What do you dislike about Apache PredictionIO?

Nothing. From my perspective everything was good. Review collected by and hosted on G2.com.

What problems is Apache PredictionIO solving and how is that benefiting you?

I used in a customer support project and it's running pretty well serving 100s of users per day Review collected by and hosted on G2.com.

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9/26/2023
Validated ReviewerIncentivizedSource: G2 invite

## Questions about Apache PredictionIO? Ask real users or explore answers from the community

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GU

Guest User
•
Last activity almost 3 years ago

What is Apache PredictionIO used for?

0 Upvotes

1

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##### Pricing

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