Organizations are deploying machine learning at scale, but trust and accountability are now essential. Explainable AI provides clarity about how models make decisions, improving confidence, compliance, and performance.
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This post explores how explainable AI (XAI) is becoming a strategic requirement for machine-learning deployments, covers key techniques and lifecycle integration points, and highlights the trade-offs and governance considerations that informed organisations must address to maintain trust, compliance and sustainability.
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