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Cutting Edge Research and Technology
The Hidden Costs of AI is Organizational Friction.
We Quantify It.
Machine Leadership is the first patented SaaS platform to translate your AI skills gaps, trust deficits, and automation limits into a quantifiable dollar penalty and provide actionable insights to correct them.

Machine Leadership
helps optimize AI adoption
The AFI Engine: The industry's first patented financial quantification of AI adoption costs that empowers CIOs and CHROs to proactively manage barriers limiting the full realization of Artificial Intelligence.
SaaS for AI Adoption: AFI eliminates guesswork by fusing unique enterprise data from CMDB, HRIS and a Proprietary LLM assessment to understand how an organization is adopting AI. The result is a customized scaling constant that maps machine autonomy, trust, and AI competencies in a way that identifies where AI projects are misaligned with the organization's culture, skills, and trust indicators.

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Patented AI Friction Index (AFI)
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Quantifiable AI Adoption Metrics
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AI Leadership Assessment
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Trust and Skill Indicators
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Technology Roadmap Integration
Key Offerings
Our Research is Transforming the Approach to AI Adoption

Academic Recognition: Columbia University recognized our AFI engine as a best practice in AI adoption and leadership development at the 2025 Coaching Conference.
Upcoming Media


International Conference on Learning
AI Playground Initiative
Dr. David Swanagon
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