by layertec | May 24, 2025 | Compliance
Why Data Sources Matter in AI Governance AI systems learn from data. But not all data is created equal. Inaccurate, biased, incomplete, or improperly sourced data can lead to:- Discriminatory algorithms- Legal noncompliance (e.g. GDPR violations)- Reputational damage-...
by layertec | May 24, 2025 | Compliance
Why ISO/IEC 42001 Matters AI is evolving rapidly, with applications spreading from logistics to healthcare, finance to customer service. Yet with innovation comes risk: bias, privacy violations, opaque algorithms, and a lack of human accountability.ISO/IEC 42001 helps...
by layertec | Apr 8, 2025 | Compliance
As artificial intelligence (AI) continues to transform industries, the integrity and reliability of the data powering these systems have become paramount. Poor-quality data can lead to biased decisions, model drift, and loss of stakeholder trust. That’s where ISO/IEC...
by layertec | Apr 8, 2025 | Compliance
Artificial Intelligence (AI) systems depend on vast volumes of data, but without understanding the origin, context, and handling of that data, organizations face significant risks. That’s where the concept of data provenance — the history of data from its origin to...
by layertec | Apr 8, 2025 | Compliance
AI technologies are transforming industries—but with that transformation comes responsibility. Ensuring that AI systems are performing as intended, without unintended consequences, is a core challenge faced by organizations today. Enter ISO/IEC 42001: the world’s...