16.7
Arthur is a platform for finding AI agents across enterprise environments and providing a shared way to observe and govern them.
Free planWebAPISelf-hosted
Best AI Model Explainability Software in 2026
Arthur leads this chart of 29 (6.7/10, free plan). Arize AI is next (6.6/10, free plan), and Aequitas is the next highest-placed with a free plan (6.4/10). AI model explainability software helps you inspect how a model reaches a prediction. Category comparisons cover feature attribution, counterfactual explanations, fairness analysis, audit reports, deployment options and supported model types. Check Android support before choosing a tool for a phone or tablet. Listed platforms include Linux, macOS, Windows, web, API and self-hosted setups; also compare free access,…
26.6
Free planWebAPISelf-hosted
36.4
Free planWebAPILinux
- 4
Fiddler AI
Free planWebAPISelf-hosted6.4Free plan - 5
AIX360
Free planAPILinuxmacOSSelf-hosted6.2Free plan - 6
Captum
Free planLinuxmacOSSelf-hostedWindows6.0Free plan - 7
Alibi
Free planAPILinuxSelf-hosted5.8Free plan - 8
SAS Advanced Analytics
SAS Advanced Analytics refers to SAS Viya, a cloud-native data and AI platform for connecting data, building and governing models, and operationalizing decisions.
APISelf-hosted5.8 - 9
Vertex AI Vector Search
Vertex AI Vector Search is a vector search engine for search, recommendations, and generative AI applications.
WebAPI5.8 - 10
auditor
LinuxmacOSWindows5.2 - 11
ExplainerDashboard
WebLinuxmacOSWindows5.0 - 12
DiCE
LinuxmacOSWindows4.7 - 13
ELI5
LinuxmacOSWindows4.7 - 14
Fairness Indicators
LinuxmacOSWindows4.7 - 15
fastshap
LinuxmacOSWindows4.7 - 16
InterpretML
LinuxmacOSWindows4.7 - 17
OmniXAI
LinuxmacOSWindows4.7 - 18
PDPbox
LinuxmacOSWindows4.7 - 19
Responsible AI Toolbox
LinuxmacOSWindows4.7 - 20
treeshap
LinuxmacOSWindows4.7 - 21
modelStudio
Web4.6 - 22
Shapash
Web4.6 - 23
What-If Tool
Web4.6 - 24
Zeno
Web4.6 - 254.3
Choosing well
Check where it runs
Look for the platform that matches your workflow. Options in this category include Linux, macOS, Windows, web, API and self-hosted deployments.
If you plan to work from an Android phone or tablet, verify that the product provides an Android app or a usable web interface.
Match the explanation method
Feature attribution shows which inputs influenced a prediction. Counterfactual explanations describe changes that could produce a different result.
Fairness analysis and audit reports help review model behavior and document findings. Compare the methods that fit your review process.
Review free and paid access
A free plan can let you assess a tool before paying. A free trial may provide temporary access to paid features.
Check the listed paid starting price and whether pricing is available on request.
Confirm deployment and model support
Deployment options range from hosted web services and APIs to self-hosted software. Choose the setup that fits your data handling needs.
Check supported model types before importing a project, since compatibility can differ between tools.
Questions people ask
Can I start with a free plan?
Yes. A free plan is offered by items in this category. Check the individual listing for its access terms and limits.
What is feature attribution?
Feature attribution identifies inputs that influenced a model prediction. It is one comparison field used for this category.
What are counterfactual explanations?
Counterfactual explanations show changes to inputs that could lead to a different prediction.
Do these tools support fairness reviews?
Fairness analysis is a comparison field for this category. Check a product's details to confirm its specific support.