AI systems are composed of three foundational components: data, compute, and algorithms. As we discuss in AI as IP™, among the three foundational components of AI, data often stands out as the most fundamental and valuable. High-quality, relevant, and contemporaneous data can significantly reduce reliance on complex algorithms and expensive computer resources. In many cases, data […]
Intangible assets
AI as IP™: A Framework for Boards, Executives, and Investors
This article is the second installment in our three-part series, Artificial Intelligence as Intellectual Property or “AI as IP™”, which explores how artificial intelligence assets should be treated as a form of intellectual property and enterprise capital. The first article, “A Strategic Framework for the Legal Profession”, explored the legal foundations for recognizing and protecting […]
Increasing Exit Multiples: IP and AI Asset Management in M&A Transactions
| The article was originally published in The M&A Journal, Vol. 24 No. 8. The protection and management of intellectual property (IP) assets and artificial intelligence (AI) resources during company sale processes have evolved from ancillary considerations to critical value drivers that can significantly influence EBITDA valuation multiples and overall transaction success. As we […]
AI as Intellectual Property: A Strategic Framework for the Legal Profession
Redefining Asset Recognition and Protection in the Age of Artificial Intelligence The artificial intelligence revolution presents the legal profession with its most significant practice development opportunity since the emergence of the internet. AI spending across hardware, software, and services reached $279.22 billion in 2024 and is projected to grow at a compound annual growth rate […]
A Trip Through the Psychedelic IP Landscape
Over the past decade, the psychedelics industry has been undergoing a second renaissance, evolving from a niche and legally questionable research area into a burgeoning field that promises to redefine mental health and wellness. As more companies, academic institutions, and non-profits explore the therapeutic potential of compounds like psilocybin, MDMA, and LSD, the role of […]
The Growing Importance of the Chief Intellectual Property Officer: A Strategic Imperative for the Knowledge Economy
Discussion in the corporate boardroom is evolving rapidly. As the global economy has fundamentally shifted from one driven by tangible assets to one powered by intangible value, a new C-suite position has earned a seat at the table, a voice that is frequently regarded as essential for strategic leadership: the Chief Intellectual Property Officer (CIPO). […]
The Caitlin Clark Effect, Salaries and Name, Image, Likeness in the WNBA
In May 2024, Caitlin Clark, the standout Iowa Hawkeyes point guard, joined the Indiana Fever. Her rookie debut coincided with an almost 200% increase in viewership for the WNBA1—the so- called “Caitlin Clark Effect.” Of course, Clark is not personally responsible for the spike. Other rookie players such as Angel Reese and Cameron Brink drew […]
Inside the Healthcare Industry: The Growing Importance of Intellectual Property Valuations
Introduction Intellectual Property (IP) has always been important to healthcare and life sciences companies as they develop new therapies, products, and / or processes. But knowing how to value, manage, and protect their IP is a growing issue as healthcare companies think about their brands, strategic growth initiatives, investments, and how to license data. In […]











