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Engineering Bias:

Why Most AI Projects Fail

Groundbreaking research reveals a hidden barrier blocking $15 trillion in AI adoption—and the intuitive, human-centered solution.

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Key Findings from the Research

  • $15.7 trillion in AI value remains unrealized due to Engineering Bias.

  • 42% of companies plan to abandon most AI projects in 2025.

  • Engineering Bias alienates 85–90% of users—especially women, senior leaders, and non-technical professionals.

     

  • Companies with teams that experience personal benefits from AI are 5.9× more likely to see significant ROI.

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Key Visual Insights from the White Paper

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About the Author

David Passiak is founder and CEO of Creator Pro AI. A former Ph.D. student at Princeton and author of 4 books, he is committed to transforming AI adoption by placing human purpose and empowerment at its core. Through the innovative Insight Architect Method™ he enables organizations to overcome traditional engineering biases and fosters intuitive, meaningful interactions with AI that drive clarity, creativity and genuine human flourishing.

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I also understand that I can revoke my consent and that I have the right to be forgotten. If I revoke my consent you will stop collecting or processing my personal data. I understand that if I revoke my consent, you may be unable to provide contracted products or services to me, and I can not hold you responsible for that.

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I understand that certain data, including personal data, must be collected or processed in order for you to provide any products or services I have requested or contracted for. I understand that in some cases it may be required to use cookies or similar tracking to provide those products or services..

I understand that I have the right to request access annually to any personal data you have obtained or collected regarding me. You have agreed to provide me with a record of my personal data in a readable format.

I also understand that I can revoke my consent and that I have the right to be forgotten. If I revoke my consent you will stop collecting or processing my personal data. I understand that if I revoke my consent, you may be unable to provide contracted products or services to me, and I can not hold you responsible for that.

Likewise, if I properly request to be forgotten, you will delete the data you have for me, or make it inaccessible. I also understand that if there is a dispute regarding my personal data, I can contact someone who is responsible for handling data-related concerns. If we are unable to resolve any issue, you will provide an independent service to arbitrate a resolution. If I have any questions regarding my rights or privacy, I can contact the email address provided.

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I understand that certain data, including personal data, must be collected or processed in order for you to provide any products or services I have requested or contracted for. I understand that in some cases it may be required to use cookies or similar tracking to provide those products or services..

I understand that I have the right to request access annually to any personal data you have obtained or collected regarding me. You have agreed to provide me with a record of my personal data in a readable format.

I also understand that I can revoke my consent and that I have the right to be forgotten. If I revoke my consent you will stop collecting or processing my personal data. I understand that if I revoke my consent, you may be unable to provide contracted products or services to me, and I can not hold you responsible for that.

Likewise, if I properly request to be forgotten, you will delete the data you have for me, or make it inaccessible. I also understand that if there is a dispute regarding my personal data, I can contact someone who is responsible for handling data-related concerns. If we are unable to resolve any issue, you will provide an independent service to arbitrate a resolution. If I have any questions regarding my rights or privacy, I can contact the email address provided.

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