EP-075Explainability EngineEvery recommendation traceable end-to-end

Explainability Engine™

Users must understand why AIR AI reached a recommendation. This engine exposes the full reasoning path, the evidence used and ignored, competing alternatives, stated assumptions, confidence with its drivers, and honest limitations — visualized as a decision tree, evidence graph, timeline, influence map, and reasoning flow.

Reasoning steps

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Evidence used

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Evidence ignored

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Alternatives

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Confidence

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Preset

Load a recommendation

Recommendation

What to explain

DomainContext

Explanation

Run the engine to populate

Every explanation is decomposed into reasoning path, evidence used and ignored, alternatives, assumptions, confidence, and limitations, then projected through five visual lenses.