This is the third in a series of blog posts focused on AI and clinical trials/research space, highlighting topics to be discussed at the upcoming BIO International convention on June 22-25, 2026.
AI is transforming drug discovery faster than deal structures can adapt. Traditional licensing frameworks were built for linear innovation: researcher invents, institution owns, licensee commercializes. AI shatters that model by distributing inventive contributions across algorithms, datasets, and human researchers in ways that make ownership genuinely ambiguous. For business development teams, tech transfer offices, early-stage biotech CEOs, and investors, these ambiguities surface during due diligence, valuation negotiations, or post-acquisition integration as deal-killers.






