Top 10 Evidently AI Alternatives 2026
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Main Features
- Machine Learning
- Monitoring
- Report Exporting
- Segmentation
Evidently AI is a Data Science and Machine Learning Platforms platform. Teams looking for alternatives typically need better pricing flexibility, easier deployment, or a closer feature fit for their specific use case. Below you'll find 10 vetted Data Science and Machine Learning Platforms alternatives ranked by user rating, with filters to narrow by pricing, platform, and features — so you can find the right fit for 2026.
Evidently AI vs Top Alternatives at a Glance
Side-by-side comparison of pricing, user rating, and free trial availability to help you decide faster.
| Tool | Best For | Pricing | Rating | Free Option |
|---|---|---|---|---|
| Evidently AI Current | Data Science and Machine Learning Platforms | — | No reviews | ✗ No |
 Cloudera DataFlow | Data Science and Machine Learning Platforms | Custom pricing | 3.5 ★ | ✗ No |
 IBM Analytics Engine | Data Science and Machine Learning Platforms | $520.80 | 4.3 ★ | ✓ Yes |
 Saturn Cloud | Data Science and Machine Learning Platforms | Free plan available | 4.8 ★ | ✓ Yes |
 BigML | Data Science and Machine Learning Platforms | $20 | 4.8 ★ | ✓ Yes |
 Amazon SageMaker | Data Science and Machine Learning Platforms | Free plan available | 4.3 ★ | ✓ Yes |
Showing 1-10 out of 10
List of the Top Evidently AI alternatives as of October 2026
Compare business software, products, and services to find the best solution for your business or organization. Use the filters on the left to drill down by category, pricing, features, market segment, user ratings, and more.
Cloudera DataFlow — 3.5★
Streamline data management for smarter decisions.
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What is Cloudera DataFlow?
Cloudera DataFlow is a powerful software solution that simplifies data management and optimisation. It allows rapid ingesting, modifying, curating and analysing of data for better insights and more immediate decisions. It also tracks the origins and lineage of data, as well as enabling ...
Read moreWhat reviewers like about Cloudera DataFlow
- Simplifies data management
- Rapid data ingestion
- Tracks data lineage
Where Cloudera DataFlow falls short
- Complex for non-technical users
- Requires cloud infrastructure
- Limited to data management
Common Features
-
Monitoring
Unique Features
-
Analytics
Pricing
Cloudera DataFlow offers custom pricing plan
IBM Analytics Engine — from $520.80 · 4.3★
Optimize data analysis and minimize costs in the cloud.
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What is IBM Analytics Engine?
IBM Analytics Engine simplifies data analysis and minimises costs with its cloud-based solution. Customers only pay for what they use and have the ability to optimise resources by separating computing and storage. It offers useful features, such as open-source power and the ability to create ...
Read moreWhat reviewers like about IBM Analytics Engine
- Cost-effective usage
- Customizable clusters
- Open-source capabilities
Where IBM Analytics Engine falls short
- Learning curve for new users
- Limited support for non-technical users
- Requires cloud infrastructure
Common Features
-
Machine Learning
Unique Features
-
Cloud Storage
-
Data Analysis
Pricing
Starts from $520.80/Month, also offers free forever plan
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Saturn Cloud — 4.82★
Revolutionize data science with collaborative cloud computing.
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What is Saturn Cloud?
Saturn Cloud is a cloud platform for data science teams that supports Python and R within a shared workspace. Teams can run scheduled jobs, manage deployments, and collaborate on analyses without building or maintaining their own infrastructure, with resources that scale to match workload demands.
Read moreWhat reviewers like about Saturn Cloud
- Generous free GPU and CPU compute is repeatedly highlighted as great value for ML and data science work.
- The platform is easy to use, making it accessible to beginners and experts alike.
- It streamlines ML and data science workflows, letting users train and fine-tune models quickly.
Where Saturn Cloud falls short
- Some reviewers note that initial setup can be time-consuming.
Common Features
-
Machine Learning
Unique Features
-
Collaboration
-
Scheduling
-
Application Deployment
+ 1 more
Pricing
Saturn Cloud offers custom pricing plan
BigML — from $20 · 4.78★
Powerful models, simplified for all stakeholders.
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What is BigML?
BigML is an advanced machine learning platform that makes it incredibly simple to access powerful algorithms and predictive models, quickly and easily. Our cloud and on-premises service is seamless to integrate, allowing you to set up an easy-to-use web interface and REST APIs in just seconds. ...
Read moreWhat reviewers like about BigML
- Easy access to algorithms
- Interactive visualization
- Collaborative platform
Where BigML falls short
- Limited advanced analytics
- May require internet access
- Not suitable for large datasets
Common Features
-
Machine Learning
Unique Features
-
Data Privacy
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Templates
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Collaboration
+ 2 more
Pricing
Starts from $20/Month when Billed Yearly, also offers free forever plan
Amazon SageMaker — 4.28★
Streamline your machine learning journey effortlessly.
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What is Amazon SageMaker?
Amazon SageMaker is an integrated platform designed to reduce the time and effort expended in the development of machine learning models. It provides a single web-based interface enabling users to quickly upload their data, tune and train models, compare results, and move their finished models ...
Read moreWhat reviewers like about Amazon SageMaker
- Streamlines ML model development
- Single web-based interface
- Autopilot feature for automation
Where Amazon SageMaker falls short
- Can be expensive for small projects
- Requires cloud infrastructure
- Learning curve for new users
Common Features
-
Machine Learning
Unique Features
-
Transparency Tool
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Data Privacy
-
Labeling
+ 2 more
Gigasheet — from $20 · 4.88★
Effortlessly navigate big data insights.
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What is Gigasheet?
Gigasheet is your go-to cloud-based big data spreadsheet. It's easy to access insights from massive amounts of data with just a few clicks! Start taking advantage of 10GB of storage for free. Selecting a SaaS platform or database is a breeze with Gigasheet's compatibility with 135+ options — ...
Read moreWhat reviewers like about Gigasheet
- Cloud-based accessibility
- Supports large data sets
- Easy collaboration
Where Gigasheet falls short
- Limited to 10GB free storage
- May require learning curve
- Performance may vary with data size
Common Features
No common features
Unique Features
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Data Analysis
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Templates
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Reporting
+ 3 more
Pricing
Starts from $20/Month, also offers free forever plan
Playment — 4.73★
Efficiently annotate and innovate with GT Studio.
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What is Playment?
Playment's GT Studio is a no-code data labeling infrastructure allowing ML teams to quickly and cost-effectively build diverse, high-quality ground truth datasets. It eliminates any operational inefficiency by providing ML-assisted annotation tools and workflow management software. Streamline ...
Read moreWhat reviewers like about Playment
- No-code data labeling
- ML-assisted annotation tools
- Streamlined workflow processes
Where Playment falls short
- Limited customization options
- May require initial setup time
- Not suitable for non-ML teams
Common Features
No common features
Unique Features
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Text Annotation
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Video Annotations
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Annotation and Markup Tools
+ 1 more
Pricing
Playment offers custom pricing plan
Kortical — 5★
Empowering AI-driven success, simplified.
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What is Kortical?
Kortical harnesses Artificial Intelligence to quickly deliver tangible business profit. It's an ML platform that provides Data Scientists extraordinary capabilities, allowing them to transit rapidly from raw data to a fully scalable ML model. Our platform encapsulates and robotizes massive ...
Read moreWhat reviewers like about Kortical
- Uses AI for quick results
- ML model development at scale
- Automates complex processes
Where Kortical falls short
- May require technical expertise
- Limited support for non-technical users
- Integration challenges
Common Features
No common features
Unique Features
-
Multi-language Support
Pricing
Kortical offers custom pricing plan
Omniscope Evo — from $59 · 4.55★
Unleash the power of data with Evo.
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What is Omniscope Evo?
Omniscope Evo is an advanced browser-based application designed to effectively process, learn from and visualize data with web-based reporting. It's the new generation of Omniscope that was built from the ground up to tackle scalability issues while utilizing machine learning and providing a ...
Read moreWhat reviewers like about Omniscope Evo
- Advanced data processing
- Web-based reporting
- Scalable architecture
Where Omniscope Evo falls short
- Requires internet access
- Learning curve for new users
- Limited offline functionality
Common Features
No common features
Unique Features
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Collaboration
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Customizable Branding
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Analytics
+ 2 more
Pricing
Starts from $59/Month when Billed Yearly
Alibaba E-MapReduce — 5★
Efficiently manage your big data with ease.
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What is Alibaba E-MapReduce?
Alibaba E-MapReduce is an all-in-one enterprise-ready big data platform that provides businesses with an expansive collection of services for cluster, job, and data management based on popular open source frameworks, such as Hadoop, Spark, Kafka, Flink, and Storm. Automated cluster creation, ...
Read moreWhat reviewers like about Alibaba E-MapReduce
- Comprehensive big data services
- Automated cluster management
- Cost-efficient operations
Where Alibaba E-MapReduce falls short
- Complex for beginners
- May require extensive configuration
- Limited support for niche frameworks
Common Features
No common features
Unique Features
-
Scheduling
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Data Integration
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Ad hoc Analysis
+ 1 more
Pricing
Free Trial available
Alibaba E-MapReduce offers custom pricing plan
Evidently AI competitors, compared
Across Data Science and Machine Learning Platforms, 10 products compete directly with Evidently AI. The strongest overlap is with Cloudera DataFlow, IBM Analytics Engine and Saturn Cloud. Each is compared against Evidently AI on rating, pricing and feature coverage below.
What else works like Evidently AI?
Searches for "sites like Evidently AI" and "apps like Evidently AI" land on the same set of options as "Evidently AI alternatives" — the 10 options below cover both, whether you want a like-for-like replacement or something lighter.
What each Evidently AI alternative is good at
Simplifies data management
Watch for: Complex for non-technical users
Cost-effective usage
Watch for: Learning curve for new users
Generous free GPU and CPU compute is repeatedly highlighted as great value for ML and data science work.
Watch for: Some reviewers note that initial setup can be time-consuming.
Streamlines ML model development
Watch for: Can be expensive for small projects
Cloud-based accessibility
Watch for: Limited to 10GB free storage
Uses AI for quick results
Watch for: May require technical expertise
Comprehensive big data services
Watch for: Complex for beginners
Why teams look for a Evidently AI alternative
The decision to move off Evidently AI usually rests on a few known weak spots:
- Limited integration options
- Requires data science knowledge
- Pricing not disclosed
- May need additional training
How to choose among Evidently AI alternatives
Here's how the 10 alternatives compare at a factual level: 6 offer a free tier; and Kortical is the highest rated at 5★ across 2 reviews.
How positions are set.
Disclaimer: This research has been collated from a variety of authoritative sources. We welcome your feedback at [email protected].
