Explainable AI Tooling

Toolchains to inspect, justify, and govern AI decisions.
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Explainable AI Tooling

Model-agnostic and domain-specific explainability layers that surface rationales, uncertainty, and counterfactuals for AI used in safety-critical industrial decisions.

TRL
5/9Validated
Impact
4/5
Investment
4/5
Category
Ethics Security

Connections

Ethics Security
Ethics Security
AI Bias Detection & Mitigation

Auditing tools for fairness in industrial AI systems.

TRL
5/9
Impact
4/5
Investment
3/5

Envisioning is an emerging technology research institute and advisory.

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2011 — 2026

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