The first sentence of Tolstoy's opus Anna Karenina starts by declaring that "All happy families are alike; each unhappy family is unhappy in its own way." Popularized as 'Anna Karenina principle', and applied in multiple scientific and social disciplines, the concept suggests that successful endeavors all share a common set of main traits, while there are many routes to misery if there is a deficiency in any of the key attributes. Paraphrasing Tolstoy, while successful manufacturing platforms are all alike (e.g. with regards to titers and yield), every unsuccessful manufacturing platform is deficient in its own way."Therapeutics developers are searching for a viable viral vector manufacturing platform as the industry is at the inflection point. Paraphrasing Tolstoy, while successful manufacturing platforms are all alike, every unsuccessful manufacturing platform is deficient in its own way."