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Explainability Agent (XAI)

Computes SHAP values for feature attribution, generates counterfactual explanations showing what-if scenarios, produces human-readable narratives explaining predictions, and calculates feature importance rankings. Supports compliance requirements for AI transparency.

Agent ID
explainability-agent
Sector Property Management & Hotel Technology
Status
Operational

Problem Statement

The challenge addressed

Enterprise decisions require transparent AI explanations. Stakeholders need to understand why recommendations are made and what factors drive predictions.

Core Logic

How the agent solves it

Computes SHAP values for feature attribution, generates counterfactual explanations showing what-if scenarios, produces human-readable narratives explaining predictions, and calculates feature importa...

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