Why does Michael Maniscalco describe AI growth as exponential rather than linear?

Maniscalco points to the rapid compounding of investments, research breakthroughs, and market adoption as evidence that AI's development curve is accelerating beyond a simple linear pace. He suggests the growth trajectory may even surpass what traditional exponential models predict, given the scale of resources being directed toward AI.

How will AI reshape societal structures, according to Maniscalco?

Maniscalco argues that AI's influence will go beyond productivity and economic gains, affecting how institutions, communities, and social systems operate. He cites concrete examples of AI altering workflows, decision-making processes, and access to services in ways that have broad societal implications.

What role does investment play in AI's rapid acceleration?

The surge in capital flowing into AI from both private and public sectors is a key driver of its accelerated development. Maniscalco notes that this broad market interest is not only funding research but also rapidly expanding AI's deployment across industries, compressing timelines for real-world impact.

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AI’s Exponential Influence: Beyond Speed to Societal Transformation

Michael Maniscalco, CTO of Applied Digital, discusses the exponential trajectory of AI development, driven by surging investments and broad market interest. He argues that AI's impact will extend well beyond economic gains, fundamentally reshaping societal structures. The conversation highlights the scale and speed at which AI is expected to transform industries and everyday life.

This story was produced through MarketScale. See how Software & Technology teams put it to work with Executive Thought Leadership.

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By Software And Technology · January 1, 2023 · Updated July 23, 2026

AI’s Exponential Influence: Beyond Speed to Societal Transformation

Key takeaways

AI growth is expected to be exponential, potentially exceeding current projections.

Surging investment and widespread market interest are accelerating AI's development timeline.

AI's transformative impact will extend beyond economics to reshape societal structures.

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Michael Maniscalco, CTO of Applied Digital, anticipates the rapid acceleration of AI development, emphasizing that its growth is expected to be exponential and possibly beyond. Noting the surge in investments and the broad market interest, he underscores AI’s transformative potential not just in economic terms but in reshaping societal structures. Maniscalco cites examples such as groundbreaking drug discoveries seen during the COVID crisis, advancements in cancer research, and the creation of efficient personal assistants. He believes AI will usher in a new era where it alleviates mundane tasks, fostering creativity and fundamentally altering the fabric of society.

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About the Expert

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CTO at Applied Digital

Michael Maniscalco is the Chief Technology Officer at Applied Digital, where he oversees technology strategy and innovation. He focuses on the intersection of AI infrastructure and enterprise technology, with a particular interest in the societal and economic implications of AI development. Maniscalco is a recognized voice on exponential AI growth and its transformative potential across industries.

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