Machine Learning in AAV Manufacturing: What's Real, What's Not, and How to Tell
What the published evidence actually supports, and what's being sold ahead of it. By Fatma Elzahraa Eid , PhD | TheBioMLClinic Brief disclosure: I am an independent AAV-ML scientist with two decades of experience in machine learning and biological problems, and I provide vendor evaluation and technical due diligence services through TheBioMLClinic, which means I have a direct professional interest in the topic of this post. The vendor archetypes described are illustrative composites drawn from public market activity, not characterizations of any specific company. This post does not constitute procurement, investment, business, or regulatory advice. Full disclosures at the bottom. Sit through enough pitch meetings about AI for AAV manufacturing and you start to notice a pattern. The slides are clean. The founders' pedigrees are real. The funding is increasingly serious. And the numbers, when there are numbers, sit at very different tiers of evidence than the confidence of the...