InterpretML comparisons
InterpretML is compared head-to-head with AIX360, Arize AI and Fiddler AI and more: 7 head-to-heads in AI Model Explainability Software, each with the specs and prices we checked.
InterpretML head-to-head
- InterpretML vs AIX360
- InterpretML vs Arize AI
- InterpretML vs Fiddler AI
- InterpretML vs OmniXAI
- InterpretML vs DALEX
- InterpretML vs Responsible AI Toolbox
- InterpretML vs Captum
InterpretML vs each of them
| # | Tool | Free plan | Paid from | Feature attribution | Counterfactual explanations | Fairness analysis | Audit reports | Deployment options | Score |
|---|---|---|---|---|---|---|---|---|---|
| 4 | InterpretML | Yes | None | Yes | — | Yes | — | Self_hosted | 7.4 |
| 1 | AIX360 | Yes | None | Yes | Yes | — | — | Self_hosted | 9.1 |
| 2 | Arize AI | Yes | $50/mo | Yes | — | Yes | — | — | 8.5 |
| 3 | Fiddler AI | Yes | $0/unit usage-based | — | — | — | — | — | 7.4 |
| 5 | OmniXAI | Yes | None | Yes | Yes | Yes | — | Self_hosted | 7.4 |
| 6 | DALEX | Yes | None | Yes | Yes | Yes | — | Self_hosted | 7.4 |
| 7 | Responsible AI Toolbox | Yes | None | Yes | Yes | Yes | — | Self_hosted | 7.4 |
| 8 | Captum | Yes | None | Yes | Yes | — | — | Self_hosted | 7.4 |
Compare InterpretML with any AI model explainability tool
These are the matchups our editors wrote up. The compare tool pairs InterpretML with any other product in AI Model Explainability Software — and up to four at once — from the same checked specs.
Compare InterpretML with any tool side by side →
Every AI model explainability software head-to-head →
Our full InterpretML verdict, pricing and fact sheet →
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Compared by iTechGuides Editors · Editorial team · Updated Oct 2026
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