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Month: January 2026

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REVIEWS AND ACCLAIM

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DIMENSIONS OF TRUST IN AI

Trustworthy AI results from how people, processes and technologies function together across multiple dimensions of trust. Not every dimension is pertinent for every organization or cognitive tool.These dimensions are explored in depth in Trustworthy AI, by Beena Ammanath.

  • Fair and Impartial
  • Robust and Reliable
  • AI Privacy
  • Safe and Secure
  • Transparent and Explainable AI
  • Accountable and Responsible
Trustworthy AI results from how people, processes and technologies function together across multiple dimensions of trust. Not every dimension is pertinent for every organization or cognitive tool. Rather, the dimensions of trust are lenses for interrogating AI design, function, and outcomes. With regular activities, decisions and documentation across the AI lifecycle, weighing and addressing the dimensions of trust is what permits effective AI governance and unleashes AI’s greatest potential value. These dimensions are explored in depth in Trustworthy AI, by Beena Ammanath.
  • Fair and Impartial
  • Robust and Reliable
  • AI Privacy
  • Safe and Secure
  • Transparent and Explainable AI
  • Accountable and Responsible
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AUTHOR BEENA AMMANATH

Beena Ammanath is a global thought leader in AI ethics and an award-winning senior technology executive with extensive global experience in AI and digital transformation. Her work has spanned leadership roles in e-commerce, finance, marketing, telecom, retail, software products, service, and industrial domains. She is the Executive Director of the Global Deloitte AI Institute…

Beena Ammanath is a global thought leader in AI ethics and an award-winning senior technology executive with extensive global experience in AI and digital transformation. Her work has spanned leadership roles in e-commerce, finance, marketing, telecom, retail, software products, service, and industrial domains. She is the Executive Director of the Global Deloitte AI Institute and leads Trustworthy AI and Ethical Technology at Deloitte. Prior to joining Deloitte, Beena served as the CTO for AI at Hewlett Packard Enterprise, where she created a new practice area focused on AI and emerging technologies. Before this, she was the head of Data Science and Innovation at General Electric, working across all GE businesses, including aviation, transportation, healthcare, power, energy and renewables, and oil and gas…

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THE NEED FOR TRUSTWORTHY AI

There has arguably never been a more exciting time in AI. Alongside the arrival of so much promise and potential, however, more attention is due to the ethics and trustworthiness of this powerful technology. It is a question of not just what can be done with AI but how it should be done – or whether it should be done at all. Because AI has been developed to this level of maturity, we must now grapple with some of the more complex ethical considerations concerning AI.

What does it mean for AI use to be ethical? How do we know if we can trust the AI tools we use?

The trajectory of AI can be conceived along three streams: research, application, and trust and ethics. Research concerns data science…

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ESSENTIAL READING FOR EXECUTIVES

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Businesses today are rapidly scaling AI to gain powerful new capabilities and to improve how they operate. Humans and machines are increasingly working together. And this trend exposes businesses to heightened risk of AI behaving in ways that are unethical. Just like their human counterparts in the workforce, AI systems are expected to adhere to social norms and ethics and to make fair decisions in ways that are consistent, transparent, explainable, and unbiased. Of course, figuring out what is ethical and socially acceptable isn’t always easy – even for human workers…

Businesses today are rapidly scaling AI to gain powerful new capabilities and to improve how they operate. Humans and machines are increasingly working together. And this trend exposes businesses to heightened risk of AI behaving in ways that are unethical. Just like their human counterparts in the workforce, AI systems are expected to adhere to social norms and ethics and to make fair decisions in ways that are consistent, transparent, explainable, and unbiased. Of course, figuring out what is ethical and socially acceptable isn’t always easy – even for human workers.

Trustworthy AI offers readers a pragmatic and direct approach to ethics and trust in artificial intelligence. The book presents a straightforward and structured way to think about AI ethics and offers practical guidelines for organizations developing or using AI solutions.

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エグゼクティブ必読

今日の企業は、強力な新機能の獲得と業務改善のために AI を急速に拡大しています。人間と機械の連携がますます進んでいます。そしてこの傾向により、企業は AI が非倫理的な行動をとるリスクが高まっています。職場の人間と同じように、AI システムも社会規範と倫理を遵守し、一貫性、透明性、説明可能性、偏見のない方法で公正な決定を下すことが求められています。もちろん、倫理的で社会的に許容されるものを判断するのは、人間の労働者にとっても必ずしも簡単ではありません。

『Trustworthy AI』は、人工知能の倫理と信頼に対する実際的かつ直接的なアプローチを読者に提供します。この本は、AI 倫理について考えるための単純かつ構造化された方法を示し、AI ソリューションを開発または使用する組織に実用的なガイドラインを提供します。

今日の企業は、強力な新機能の獲得と業務改善のために AI を急速に拡大しています。人間と機械の連携がますます進んでいます。そしてこの傾向により、企業は AI が非倫理的な行動をとるリスクが高まっています。職場の人間と同じように、AI システムも社会規範と倫理を遵守し、一貫性、透明性、説明可能性、偏見のない方法で公正な決定を下すことが求められています。もちろん、倫理的で社会的に許容されるものを判断するのは、人間の労働者にとっても必ずしも簡単ではありません。

『Trustworthy AI』は、人工知能の倫理と信頼に対する実際的かつ直接的なアプローチを読者に提供します。この本は、AI 倫理について考えるための単純かつ構造化された方法を示し、AI ソリューションを開発または使用する組織に実用的なガイドラインを提供します。

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