AI Tools
Best AI Model Explainability Software in 2026
- 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
How this list is ordered. Specifiction scores each tool on how fully its maker documents it, whether its prices
are published, where the research puts it, the platforms it runs on and whether it can be tried for free (how we rank).
Makers can also buy a numbered place (how Specifiction is paid for).