Top Alternatives to Evidently AI - Better Options for 2026
Real-time monitoring for flawless models.
Trusted by 2M+ software buyers annually.
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 9 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 shortlist faster.
| Tool | Best For | Pricing | Rating | Free Option |
|---|---|---|---|---|
| Evidently AI Current | Data Science and Machine Learning Platforms | — | No reviews | ✗ No |
 Millimetric.ai | Business Intelligence Software | $79 | 5.0 ★ | ✓ Yes |
 Qualetics | Application Performance Monitoring (APM) Tools | Free trial | No reviews | ✓ Yes |
 involve.ai | Customer Success Software | Custom pricing | 4.8 ★ | ✗ No |
 Aporia | Machine Learning Software | Free plan available | 4.8 ★ | ✓ Yes |
 Qualified | Conversational Marketing Software | Custom pricing | 4.8 ★ | ✗ No |
Showing 1-9 out of 9
List of the Top Evidently AI alternatives as of August 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.
8.0
SpotScore
Millimetric.ai
Unleash your data's full potential.
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What is Millimetric.ai?
Millimetric offers a Business Intelligence Software that helps businesses make smart decisions using large and complex data sets. The software has powerful machine learning algorithms, fast and intuitive user interface, and an open API that allows business to develop models and visualizations. ...
Read moreCommon Features
No common features
Unique Features
-
Trend Indicators
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Strategic Planning
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Key Performance Indicators
+ 3 more
Pricing
Free Trial available
Starts from $79/Month when Billed Yearly, also offers free forever plan
7.7
SpotScore
Qualetics
Efficiently monitor and improve application performance.
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What is Qualetics?
Qualetics is an application performance monitoring platform for development and DevOps teams tracking app behavior, user experience, and system performance in real time. It provides customizable dashboards and analytics for identifying performance bottlenecks and errors across applications. ...
Read moreCommon Features
No common features
Unique Features
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Application Performance Metrics
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Real-user Monitoring
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Event Logs
+ 4 more
Pricing
Free Trial available
Qualetics offers custom pricing plan
Spotsaas Buyer Intelligence
Own the software buyers are comparing here? See who's weighing you against rivals — and who's comparing your competitors while you're not in the running.
involve.ai
Maximize retention and revenue with AI-driven insights.
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What is involve.ai?
Get ready to revolutionize your customer intelligence strategy with involve.ai - the ultimate AI-driven platform for SaaS companies. Detect potential churn and drive retention and revenue like never before. Our AI early warning system equips your customer teams with actionable insights and ...
Read moreCommon Features
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Machine Learning
Unique Features
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Retention Tracking
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Alerts
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Customer Tracking
+ 1 more
Pricing
involve.ai offers custom pricing plan
Aporia
Monitor, detect, and improve your ML models effortlessly.
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What is Aporia?
Aporia simplifies the process of monitoring machine learning models with an easy-to-use monitor builder. It is integrated with any ML infrastructure, be it FastAPI server + Kubernetes, MLFlow or AWS Sagemaker, to keep track of potential issues such as concept drift, model performance ...
Read moreCommon Features
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Monitoring
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Machine Learning
Unique Features
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Model Evaluation
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Performance Analysis
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Seamless Integration
Pricing
Aporia offers custom pricing plan
Qualified
Boost your website's conversion with Qualified.
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What is Qualified?
Qualified is an AI-powered conversational marketing platform designed to help modern B2B marketing and sales teams convert website traffic into qualified pipeline. Its flagship feature, Piper the AI SDR Agent, automates the entire inbound sales process—engaging visitors in real-time, surfacing ...
Read moreCommon Features
No common features
Unique Features
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Pop-ups
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Alerts
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Co-Browsing
+ 12 more
Pricing
Qualified offers custom pricing plan
Workvivo
Connecting teams, strengthening relationships.
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What is Workvivo?
Workvivo is a revolutionary employee communication app that works to strengthen the connections between colleagues. Beyond the traditional tools, Workvivo has the ability to effectively engage and reach out to team members. This revolutionary communication platform aids in the construction of ...
Read moreCommon Features
No common features
Unique Features
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Calendar Management
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Employee Database
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Access Control
+ 7 more
Pricing
Workvivo offers custom pricing plan
Neuro
Unlock the potential of ML with Neuro AI.
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What is Neuro?
Neuro AI is the perfect ML infrastructure to power your online projects. Harness the power of machine learning with a simple platform that allows you to easily train models in the cloud and instantly make them available via an uploadable API. Develop models using your favorite ML library, or ...
Read moreCommon Features
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Machine Learning
Unique Features
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Simple Deployment
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Dashboard
Pricing
Starts from $5/hour of compute, also offers free forever plan
MLflow
Streamline your machine learning processes with MLflow.
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What is MLflow?
MLflow is an innovative open-source platform designed to optimize and manage the entire machine learning lifecycle. Boasting four components, Tracking, Projects, Models, and Registry, MLflow makes it easier to record parameters, metrics, code versions, output files, utilize a command-line API, ...
Read moreCommon Features
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Machine Learning
Unique Features
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Multi-Platform
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Multi Programming Languages
Pricing
MLflow offers custom pricing plan
Alibaba E-MapReduce
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 moreCommon Features
No common features
Unique Features
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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
Disclaimer: This research has been collated from a variety of authoritative sources. We welcome your feedback at [email protected].
