AI Tools
Best AI Model Explainability Software in 2026
Use AI model explainability software to examine prediction logic, evaluate fairness, generate counterfactuals and assemble audit documentation. This list is for teams comparing tools before selecting one.
- 01
Arthur Arthur suits enterprises that need to discover, monitor, and govern AI agents across varied environments.
From $60/mo Free plan Web · API · Self-hosted8.4 Visit Specs - 02
Fiddler AI Fiddler positions its platform for enterprises managing AI agents and predictive applications at scale.
Free plan Web · API · Self-hosted7.8 Visit Specs - 03
SAS Advanced Analytics Free trial API · Self-hosted7.2 Visit Specs - 04
Vertex AI Vector Search It suits teams building semantic or hybrid search, recommendation, retrieval-augmented generation, chatbot, and multimodal applications on Google Cloud.
Free trial Web · API7.0 Visit Specs - 05 AIX360 Windows · macOS · Linux6.2 Visit Specs
- 06 Aequitas Web · Linux6.1 Visit Specs
- 07 auditor Windows · macOS · Linux6.1 Visit Specs
- 08 DiCE Windows · macOS · Linux6.0 Visit Specs
- 09 ExplainerDashboard Web · Windows · macOS · Linux6.0 Visit Specs
- 10 Alibi Linux5.9 Visit Specs
- 11 Arize AI Web5.9 Visit Specs
- 12 ELI5 Windows · macOS · Linux5.9 Visit Specs
- 13 Fairness Indicators Windows · macOS · Linux5.8 Visit Specs
- 14 fastshap Windows · macOS · Linux5.8 Visit Specs
- 15 Captum 5.7 Visit Specs
- 16 DALEX 5.7 Visit Specs
- 17 InterpretML Windows · macOS · Linux5.7 Visit Specs
- 18 OmniXAI Windows · macOS · Linux5.7 Visit Specs
- 19 Fairlearn 5.6 Visit Specs
- 20 modelStudio Web5.6 Visit Specs
- 21 PDPbox Windows · macOS · Linux5.6 Visit Specs
- 22 Responsible AI Toolbox Windows · macOS · Linux5.6 Visit Specs
- 23 treeshap Windows · macOS · Linux5.4 Visit Specs
- 24 PyALE 5.3 Visit Specs
- 25 Shapash Web5.3 Visit Specs
When comparing options, consider trial and free-plan availability, starting paid rates, attribution and counterfactual methods, fairness and audit functions, deployment settings and supported model types. Confirm support for the platform you require, whether Linux, macOS, Windows, web, API or self-hosted.